Elvis is a prolific AI researcher and communicator, dedicating his platform to sharing cutting-edge insights on AI agents with clarity and authority. His tweets combine breaking news with deep dives into complex topics, consistently engaging a tech-savvy audience. With a PhD background and experience at Meta AI and Elastic, he stands out as a trusted guide in the evolving AI landscape.
Elvis tweets so frequently and in such depth, you're likely to find him simultaneously live-tweeting an AI conference while debugging algorithms and composing a math book review, basically, the human embodiment of multi-threaded processing, just with less sleep.
Elvis’s biggest win is building a reputable AI-focused knowledge hub post-PhD and industry experience, with standout tweets breaking major AI announcements that spark thousands of engagements and shape conversations.
Elvis’s life purpose is to advance understanding and innovation in artificial intelligence by bridging the gap between complex research and accessible knowledge. Through his work, he aims to empower others with the information and critical insights necessary to navigate and contribute to the future of AI.
He believes that knowledge sharing, transparency, and continuous learning are essential to driving progress in AI. Elvis values precision, evidence-based research, and the collaborative spirit of the tech community to solve challenging problems and unlock new possibilities.
Elvis’s strengths lie in his expert knowledge combined with clear communication, enabling him to break down complex AI concepts into digestible content that resonates widely. His consistent activity and authoritative voice position him as a go-to source for AI insights.
His high volume of tweets might overwhelm some followers or dilute the impact of individual messages, and his highly technical focus may occasionally alienate casual users not well-versed in AI jargon.
To grow his audience on X, Elvis should experiment with more engaging, bite-sized content like short video explainers or infographics that simplify his research and invite broader interaction. Highlighting Q&A sessions or interactive threads could deepen community connection beyond sharing links and summaries.
Fun fact: Elvis has tweeted over 16,000 times, showcasing an unparalleled commitment to keeping his followers informed and engaged with the latest AI developments.
{"data":{"__meta":{"device":false,"path":"/creators/omarsar0"},"/creators/omarsar0":{"data":{"user":{"id":"3448284313","name":"elvis","description":"Building @dair_ai • Prev: Meta AI, Elastic, PhD • New AI learning portal: https://t.co/1e8RZKs4uX","followers_count":295496,"friends_count":795,"statuses_count":17530,"profile_image_url_https":"https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg","screen_name":"omarsar0","location":"DAIR.AI Academy","entities":{"description":{"urls":[{"display_url":"academy.dair.ai","expanded_url":"https://academy.dair.ai/","indices":[74,97],"url":"https://t.co/1e8RZKs4uX"}]},"url":{"urls":[{"display_url":"dair.ai","expanded_url":"https://www.dair.ai/","indices":[0,23],"url":"https://t.co/XQto5ypSIk"}]}}},"details":{"type":"The Thought Leader","description":"Elvis is a prolific AI researcher and communicator, dedicating his platform to sharing cutting-edge insights on AI agents with clarity and authority. His tweets combine breaking news with deep dives into complex topics, consistently engaging a tech-savvy audience. With a PhD background and experience at Meta AI and Elastic, he stands out as a trusted guide in the evolving AI landscape.","purpose":"Elvis’s life purpose is to advance understanding and innovation in artificial intelligence by bridging the gap between complex research and accessible knowledge. Through his work, he aims to empower others with the information and critical insights necessary to navigate and contribute to the future of AI.","beliefs":"He believes that knowledge sharing, transparency, and continuous learning are essential to driving progress in AI. Elvis values precision, evidence-based research, and the collaborative spirit of the tech community to solve challenging problems and unlock new possibilities.","facts":"Fun fact: Elvis has tweeted over 16,000 times, showcasing an unparalleled commitment to keeping his followers informed and engaged with the latest AI developments.","strength":"Elvis’s strengths lie in his expert knowledge combined with clear communication, enabling him to break down complex AI concepts into digestible content that resonates widely. His consistent activity and authoritative voice position him as a go-to source for AI insights.","weakness":"His high volume of tweets might overwhelm some followers or dilute the impact of individual messages, and his highly technical focus may occasionally alienate casual users not well-versed in AI jargon.","roast":"Elvis tweets so frequently and in such depth, you're likely to find him simultaneously live-tweeting an AI conference while debugging algorithms and composing a math book review—basically, the human embodiment of multi-threaded processing, just with less sleep.","win":"Elvis’s biggest win is building a reputable AI-focused knowledge hub post-PhD and industry experience, with standout tweets breaking major AI announcements that spark thousands of engagements and shape conversations.","recommendation":"To grow his audience on X, Elvis should experiment with more engaging, bite-sized content like short video explainers or infographics that simplify his research and invite broader interaction. Highlighting Q&A sessions or interactive threads could deepen community connection beyond sharing links and summaries."},"tweets":[{"bookmarked":false,"display_text_range":[0,68],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/EZKnjq57qh","expanded_url":"https://x.com/omarsar0/status/1891705029083512934/photo/1","id_str":"1891704111151648770","indices":[69,92],"media_key":"3_1891704111151648770","media_url_https":"https://pbs.twimg.com/media/GkCu3c1XEAIgeGP.jpg","type":"photo","url":"https://t.co/EZKnjq57qh","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1251,"y":617,"h":126,"w":126},{"x":936,"y":590,"h":124,"w":124}]},"medium":{"faces":[{"x":953,"y":470,"h":96,"w":96},{"x":713,"y":449,"h":94,"w":94}]},"small":{"faces":[{"x":540,"y":266,"h":54,"w":54},{"x":404,"y":254,"h":53,"w":53}]},"orig":{"faces":[{"x":1251,"y":617,"h":126,"w":126},{"x":936,"y":590,"h":124,"w":124}]}},"sizes":{"large":{"h":982,"w":1574,"resize":"fit"},"medium":{"h":749,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":982,"width":1574,"focus_rects":[{"x":0,"y":0,"w":1574,"h":881},{"x":333,"y":0,"w":982,"h":982},{"x":394,"y":0,"w":861,"h":982},{"x":579,"y":0,"w":491,"h":982},{"x":0,"y":0,"w":1574,"h":982}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1891704111151648770"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/EZKnjq57qh","expanded_url":"https://x.com/omarsar0/status/1891705029083512934/photo/1","id_str":"1891704111151648770","indices":[69,92],"media_key":"3_1891704111151648770","media_url_https":"https://pbs.twimg.com/media/GkCu3c1XEAIgeGP.jpg","type":"photo","url":"https://t.co/EZKnjq57qh","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1251,"y":617,"h":126,"w":126},{"x":936,"y":590,"h":124,"w":124}]},"medium":{"faces":[{"x":953,"y":470,"h":96,"w":96},{"x":713,"y":449,"h":94,"w":94}]},"small":{"faces":[{"x":540,"y":266,"h":54,"w":54},{"x":404,"y":254,"h":53,"w":53}]},"orig":{"faces":[{"x":1251,"y":617,"h":126,"w":126},{"x":936,"y":590,"h":124,"w":124}]}},"sizes":{"large":{"h":982,"w":1574,"resize":"fit"},"medium":{"h":749,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":982,"width":1574,"focus_rects":[{"x":0,"y":0,"w":1574,"h":881},{"x":333,"y":0,"w":982,"h":982},{"x":394,"y":0,"w":861,"h":982},{"x":579,"y":0,"w":491,"h":982},{"x":0,"y":0,"w":1574,"h":982}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1891704111151648770"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1891705029083512934","view_count":1894483,"bookmark_count":2291,"created_at":1739852599000,"favorite_count":7781,"quote_count":57,"reply_count":96,"retweet_count":406,"user_id_str":"3448284313","conversation_id_str":"1891705029083512934","full_text":"BREAKING: xAI announces Grok 3\n\nHere is everything you need to know: https://t.co/EZKnjq57qh","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,28],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UPJS943Upz","expanded_url":"https://x.com/omarsar0/status/1855990708298993781/photo/1","id_str":"1855990250390114304","indices":[29,52],"media_key":"3_1855990250390114304","media_url_https":"https://pbs.twimg.com/media/GcHNTJ0XUAAfRhM.jpg","type":"photo","url":"https://t.co/UPJS943Upz","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":943,"w":827,"resize":"fit"},"medium":{"h":943,"w":827,"resize":"fit"},"small":{"h":680,"w":596,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":943,"width":827,"focus_rects":[{"x":0,"y":0,"w":827,"h":463},{"x":0,"y":0,"w":827,"h":827},{"x":0,"y":0,"w":827,"h":943},{"x":0,"y":0,"w":472,"h":943},{"x":0,"y":0,"w":827,"h":943}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1855990250390114304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UPJS943Upz","expanded_url":"https://x.com/omarsar0/status/1855990708298993781/photo/1","id_str":"1855990250390114304","indices":[29,52],"media_key":"3_1855990250390114304","media_url_https":"https://pbs.twimg.com/media/GcHNTJ0XUAAfRhM.jpg","type":"photo","url":"https://t.co/UPJS943Upz","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":943,"w":827,"resize":"fit"},"medium":{"h":943,"w":827,"resize":"fit"},"small":{"h":680,"w":596,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":943,"width":827,"focus_rects":[{"x":0,"y":0,"w":827,"h":463},{"x":0,"y":0,"w":827,"h":827},{"x":0,"y":0,"w":827,"h":943},{"x":0,"y":0,"w":472,"h":943},{"x":0,"y":0,"w":827,"h":943}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1855990250390114304"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1855990708298993781","view_count":407898,"bookmark_count":1839,"created_at":1731337642000,"favorite_count":7413,"quote_count":105,"reply_count":73,"retweet_count":1066,"user_id_str":"3448284313","conversation_id_str":"1855990708298993781","full_text":"We live in incredible times. https://t.co/UPJS943Upz","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,108],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/z1DrpFGvnT","expanded_url":"https://x.com/omarsar0/status/1943162144930828397/photo/1","id_str":"1943159684824772608","indices":[109,132],"media_key":"3_1943159684824772608","media_url_https":"https://pbs.twimg.com/media/Gvd9cCPXMAAxMv_.png","type":"photo","url":"https://t.co/z1DrpFGvnT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":458,"w":887,"resize":"fit"},"medium":{"h":458,"w":887,"resize":"fit"},"small":{"h":351,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":458,"width":887,"focus_rects":[{"x":34,"y":0,"w":818,"h":458},{"x":214,"y":0,"w":458,"h":458},{"x":242,"y":0,"w":402,"h":458},{"x":329,"y":0,"w":229,"h":458},{"x":0,"y":0,"w":887,"h":458}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1943159684824772608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/z1DrpFGvnT","expanded_url":"https://x.com/omarsar0/status/1943162144930828397/photo/1","id_str":"1943159684824772608","indices":[109,132],"media_key":"3_1943159684824772608","media_url_https":"https://pbs.twimg.com/media/Gvd9cCPXMAAxMv_.png","type":"photo","url":"https://t.co/z1DrpFGvnT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":458,"w":887,"resize":"fit"},"medium":{"h":458,"w":887,"resize":"fit"},"small":{"h":351,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":458,"width":887,"focus_rects":[{"x":34,"y":0,"w":818,"h":458},{"x":214,"y":0,"w":458,"h":458},{"x":242,"y":0,"w":402,"h":458},{"x":329,"y":0,"w":229,"h":458},{"x":0,"y":0,"w":887,"h":458}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1943159684824772608"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1943162144930828397","view_count":1323432,"bookmark_count":1749,"created_at":1752120932000,"favorite_count":5872,"quote_count":35,"reply_count":124,"retweet_count":407,"user_id_str":"3448284313","conversation_id_str":"1943162144930828397","full_text":"BREAKING: xAI announces Grok 4\n\n\"It can reason at a superhuman level!\"\n\nHere is everything you need to know: https://t.co/z1DrpFGvnT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,185],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/aKzH3at5oH","expanded_url":"https://x.com/omarsar0/status/1923817691455873420/photo/1","id_str":"1923813089037697024","indices":[186,209],"media_key":"3_1923813089037697024","media_url_https":"https://pbs.twimg.com/media/GrLBz8pWwAAPvJj.jpg","type":"photo","url":"https://t.co/aKzH3at5oH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]},"medium":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]},"small":{"faces":[{"x":293,"y":533,"h":30,"w":30},{"x":295,"y":319,"h":34,"w":34},{"x":295,"y":555,"h":34,"w":34},{"x":295,"y":376,"h":38,"w":38}]},"orig":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]}},"sizes":{"large":{"h":1015,"w":890,"resize":"fit"},"medium":{"h":1015,"w":890,"resize":"fit"},"small":{"h":680,"w":596,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1015,"width":890,"focus_rects":[{"x":0,"y":0,"w":890,"h":498},{"x":0,"y":0,"w":890,"h":890},{"x":0,"y":0,"w":890,"h":1015},{"x":328,"y":0,"w":508,"h":1015},{"x":0,"y":0,"w":890,"h":1015}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1923813089037697024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/aKzH3at5oH","expanded_url":"https://x.com/omarsar0/status/1923817691455873420/photo/1","id_str":"1923813089037697024","indices":[186,209],"media_key":"3_1923813089037697024","media_url_https":"https://pbs.twimg.com/media/GrLBz8pWwAAPvJj.jpg","type":"photo","url":"https://t.co/aKzH3at5oH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]},"medium":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]},"small":{"faces":[{"x":293,"y":533,"h":30,"w":30},{"x":295,"y":319,"h":34,"w":34},{"x":295,"y":555,"h":34,"w":34},{"x":295,"y":376,"h":38,"w":38}]},"orig":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]}},"sizes":{"large":{"h":1015,"w":890,"resize":"fit"},"medium":{"h":1015,"w":890,"resize":"fit"},"small":{"h":680,"w":596,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1015,"width":890,"focus_rects":[{"x":0,"y":0,"w":890,"h":498},{"x":0,"y":0,"w":890,"h":890},{"x":0,"y":0,"w":890,"h":1015},{"x":328,"y":0,"w":508,"h":1015},{"x":0,"y":0,"w":890,"h":1015}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1923813089037697024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1923817691455873420","view_count":745707,"bookmark_count":10345,"created_at":1747508855000,"favorite_count":5844,"quote_count":76,"reply_count":229,"retweet_count":1113,"user_id_str":"3448284313","conversation_id_str":"1923817691455873420","full_text":"AI Agents vs. Agentic AI\n\nInteresting paper summarizing distinctions between AI Agents and Agentic AI.\n\nIt also talks about the key ideas, solutions, and the future.\n\nHere are my notes: https://t.co/aKzH3at5oH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,244],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/geBx0Zccdo","expanded_url":"https://x.com/omarsar0/status/1661733108247580675/photo/1","id_str":"1661731820587876353","indices":[245,268],"media_key":"3_1661731820587876353","media_url_https":"https://pbs.twimg.com/media/Fw-oSV4agAEFW3Z.png","type":"photo","url":"https://t.co/geBx0Zccdo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":713,"w":844,"resize":"fit"},"medium":{"h":713,"w":844,"resize":"fit"},"small":{"h":574,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":713,"width":844,"focus_rects":[{"x":0,"y":0,"w":844,"h":473},{"x":66,"y":0,"w":713,"h":713},{"x":110,"y":0,"w":625,"h":713},{"x":244,"y":0,"w":357,"h":713},{"x":0,"y":0,"w":844,"h":713}]},"media_results":{"result":{"media_key":"3_1661731820587876353"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"math.cmu.edu/~jmackey/151_1…","expanded_url":"https://www.math.cmu.edu/~jmackey/151_128/bws_book.pdf","url":"https://t.co/Ra2EtO3ET9","indices":[221,244]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/geBx0Zccdo","expanded_url":"https://x.com/omarsar0/status/1661733108247580675/photo/1","id_str":"1661731820587876353","indices":[245,268],"media_key":"3_1661731820587876353","media_url_https":"https://pbs.twimg.com/media/Fw-oSV4agAEFW3Z.png","type":"photo","url":"https://t.co/geBx0Zccdo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":713,"w":844,"resize":"fit"},"medium":{"h":713,"w":844,"resize":"fit"},"small":{"h":574,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":713,"width":844,"focus_rects":[{"x":0,"y":0,"w":844,"h":473},{"x":66,"y":0,"w":713,"h":713},{"x":110,"y":0,"w":625,"h":713},{"x":244,"y":0,"w":357,"h":713},{"x":0,"y":0,"w":844,"h":713}]},"media_results":{"result":{"media_key":"3_1661731820587876353"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1661733108247580675","view_count":733828,"bookmark_count":5627,"created_at":1685023021000,"favorite_count":5263,"quote_count":49,"reply_count":79,"retweet_count":1061,"user_id_str":"3448284313","conversation_id_str":"1661733108247580675","full_text":"This maths book is trending on Hacker News!\n\nI took a quick look and realized how great of a book this is to learn how to think mathematically. \n\nIt's 700 pages long and very approachable compared to other maths books. \n\nhttps://t.co/Ra2EtO3ET9 https://t.co/geBx0Zccdo","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1472544656936288258","view_count":0,"bookmark_count":413,"created_at":1639916979000,"favorite_count":4956,"quote_count":49,"reply_count":134,"retweet_count":401,"user_id_str":"3448284313","conversation_id_str":"1472544656936288258","full_text":"Just being honest: when looking for skilled machine learning and NLP engineers, I'm not looking at CVs anymore.\n\nNow I directly look at blogs, GitHub repos, videos, Twitter, etc.\n\nHaving a CV is fine... but don't forget to document along the way (in detail) what you've built.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/keIf9Lqcd4","expanded_url":"https://x.com/omarsar0/status/1880284477445767586/photo/1","id_str":"1880284392557301760","indices":[221,244],"media_key":"3_1880284392557301760","media_url_https":"https://pbs.twimg.com/media/GhgcsV8W0AAw-b_.png","type":"photo","url":"https://t.co/keIf9Lqcd4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":850,"w":741,"resize":"fit"},"medium":{"h":850,"w":741,"resize":"fit"},"small":{"h":680,"w":593,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":850,"width":741,"focus_rects":[{"x":0,"y":69,"w":741,"h":415},{"x":0,"y":0,"w":741,"h":741},{"x":0,"y":0,"w":741,"h":845},{"x":191,"y":0,"w":425,"h":850},{"x":0,"y":0,"w":741,"h":850}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1880284392557301760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/keIf9Lqcd4","expanded_url":"https://x.com/omarsar0/status/1880284477445767586/photo/1","id_str":"1880284392557301760","indices":[221,244],"media_key":"3_1880284392557301760","media_url_https":"https://pbs.twimg.com/media/GhgcsV8W0AAw-b_.png","type":"photo","url":"https://t.co/keIf9Lqcd4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":850,"w":741,"resize":"fit"},"medium":{"h":850,"w":741,"resize":"fit"},"small":{"h":680,"w":593,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":850,"width":741,"focus_rects":[{"x":0,"y":69,"w":741,"h":415},{"x":0,"y":0,"w":741,"h":741},{"x":0,"y":0,"w":741,"h":845},{"x":191,"y":0,"w":425,"h":850},{"x":0,"y":0,"w":741,"h":850}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1880284392557301760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1880284477445767586","view_count":380200,"bookmark_count":8459,"created_at":1737129728000,"favorite_count":4884,"quote_count":24,"reply_count":38,"retweet_count":857,"user_id_str":"3448284313","conversation_id_str":"1880284477445767586","full_text":"Foundations of LLMs\n\nThis amazing new LLM book just dropped on arXiv. \n\n200+ pages!\n\nIt covers areas such as pre-training, prompting, and alignment methods. \n\nIt looks like a great intro to LLMs for devs and researchers.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,238],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/NRi6Xgah63","expanded_url":"https://x.com/omarsar0/status/1933941545675206936/photo/1","id_str":"1933927351605194752","indices":[239,262],"media_key":"3_1933927351605194752","media_url_https":"https://pbs.twimg.com/media/Gtawrg3W8AAkz_B.jpg","type":"photo","url":"https://t.co/NRi6Xgah63","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":41,"y":320,"h":395,"w":395}]},"medium":{"faces":[{"x":24,"y":187,"h":231,"w":231}]},"small":{"faces":[{"x":13,"y":106,"h":131,"w":131}]},"orig":{"faces":[{"x":78,"y":600,"h":742,"w":742}]}},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[{"x":0,"y":0,"w":3840,"h":2150},{"x":0,"y":0,"w":2160,"h":2160},{"x":0,"y":0,"w":1895,"h":2160},{"x":132,"y":0,"w":1080,"h":2160},{"x":0,"y":0,"w":3840,"h":2160}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1933927351605194752"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/NRi6Xgah63","expanded_url":"https://x.com/omarsar0/status/1933941545675206936/photo/1","id_str":"1933927351605194752","indices":[239,262],"media_key":"3_1933927351605194752","media_url_https":"https://pbs.twimg.com/media/Gtawrg3W8AAkz_B.jpg","type":"photo","url":"https://t.co/NRi6Xgah63","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":41,"y":320,"h":395,"w":395}]},"medium":{"faces":[{"x":24,"y":187,"h":231,"w":231}]},"small":{"faces":[{"x":13,"y":106,"h":131,"w":131}]},"orig":{"faces":[{"x":78,"y":600,"h":742,"w":742}]}},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[{"x":0,"y":0,"w":3840,"h":2150},{"x":0,"y":0,"w":2160,"h":2160},{"x":0,"y":0,"w":1895,"h":2160},{"x":132,"y":0,"w":1080,"h":2160},{"x":0,"y":0,"w":3840,"h":2160}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1933927351605194752"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1933941545675206936","view_count":560754,"bookmark_count":8373,"created_at":1749922570000,"favorite_count":4641,"quote_count":15,"reply_count":61,"retweet_count":459,"user_id_str":"3448284313","conversation_id_str":"1933941545675206936","full_text":"Anthropic is killing it with these technical posts. \n\nIf you're an AI dev, stop what you are doing and go read this.\n\nIt shows, in great detail, how to implement an effective multi-agent research system.\n\nPay attention to these key parts: https://t.co/NRi6Xgah63","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,261],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Ct1a7LpvqO","expanded_url":"https://x.com/omarsar0/status/1931333830985883888/photo/1","id_str":"1931333828054007808","indices":[262,285],"media_key":"3_1931333828054007808","media_url_https":"https://pbs.twimg.com/media/Gs154kvawAABGPv.png","type":"photo","url":"https://t.co/Ct1a7LpvqO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":768,"w":857,"resize":"fit"},"medium":{"h":768,"w":857,"resize":"fit"},"small":{"h":609,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":768,"width":857,"focus_rects":[{"x":0,"y":0,"w":857,"h":480},{"x":44,"y":0,"w":768,"h":768},{"x":91,"y":0,"w":674,"h":768},{"x":236,"y":0,"w":384,"h":768},{"x":0,"y":0,"w":857,"h":768}]},"media_results":{"result":{"media_key":"3_1931333828054007808"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Ct1a7LpvqO","expanded_url":"https://x.com/omarsar0/status/1931333830985883888/photo/1","id_str":"1931333828054007808","indices":[262,285],"media_key":"3_1931333828054007808","media_url_https":"https://pbs.twimg.com/media/Gs154kvawAABGPv.png","type":"photo","url":"https://t.co/Ct1a7LpvqO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":768,"w":857,"resize":"fit"},"medium":{"h":768,"w":857,"resize":"fit"},"small":{"h":609,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":768,"width":857,"focus_rects":[{"x":0,"y":0,"w":857,"h":480},{"x":44,"y":0,"w":768,"h":768},{"x":91,"y":0,"w":674,"h":768},{"x":236,"y":0,"w":384,"h":768},{"x":0,"y":0,"w":857,"h":768}]},"media_results":{"result":{"media_key":"3_1931333828054007808"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1931333830985883888","view_count":947600,"bookmark_count":6140,"created_at":1749300842000,"favorite_count":4615,"quote_count":128,"reply_count":137,"retweet_count":652,"user_id_str":"3448284313","conversation_id_str":"1931333830985883888","full_text":"The Illusion of Thinking in LLMs\n\nApple researchers discuss the strengths and limitations of reasoning models.\n\nApparently, reasoning models \"collapse\" beyond certain task complexities.\n\nLots of important insights on this one. (bookmark it!)\n\nHere are my notes: https://t.co/Ct1a7LpvqO","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,224],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/xYmg0D1kLo","expanded_url":"https://x.com/omarsar0/status/1922755721428598988/photo/1","id_str":"1922755717511131136","indices":[225,248],"media_key":"3_1922755717511131136","media_url_https":"https://pbs.twimg.com/media/Gq8AI0waMAA4Y8W.jpg","type":"photo","url":"https://t.co/xYmg0D1kLo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":15,"y":419,"h":87,"w":87}]},"medium":{"faces":[{"x":10,"y":282,"h":58,"w":58}]},"small":{"faces":[{"x":5,"y":159,"h":33,"w":33}]},"orig":{"faces":[{"x":15,"y":419,"h":87,"w":87}]}},"sizes":{"large":{"h":1782,"w":1512,"resize":"fit"},"medium":{"h":1200,"w":1018,"resize":"fit"},"small":{"h":680,"w":577,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1512,"focus_rects":[{"x":0,"y":0,"w":1512,"h":847},{"x":0,"y":0,"w":1512,"h":1512},{"x":0,"y":0,"w":1512,"h":1724},{"x":399,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1512,"h":1782}]},"media_results":{"result":{"media_key":"3_1922755717511131136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/xYmg0D1kLo","expanded_url":"https://x.com/omarsar0/status/1922755721428598988/photo/1","id_str":"1922755717511131136","indices":[225,248],"media_key":"3_1922755717511131136","media_url_https":"https://pbs.twimg.com/media/Gq8AI0waMAA4Y8W.jpg","type":"photo","url":"https://t.co/xYmg0D1kLo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":15,"y":419,"h":87,"w":87}]},"medium":{"faces":[{"x":10,"y":282,"h":58,"w":58}]},"small":{"faces":[{"x":5,"y":159,"h":33,"w":33}]},"orig":{"faces":[{"x":15,"y":419,"h":87,"w":87}]}},"sizes":{"large":{"h":1782,"w":1512,"resize":"fit"},"medium":{"h":1200,"w":1018,"resize":"fit"},"small":{"h":680,"w":577,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1512,"focus_rects":[{"x":0,"y":0,"w":1512,"h":847},{"x":0,"y":0,"w":1512,"h":1512},{"x":0,"y":0,"w":1512,"h":1724},{"x":399,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1512,"h":1782}]},"media_results":{"result":{"media_key":"3_1922755717511131136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1922755721428598988","view_count":752532,"bookmark_count":5468,"created_at":1747255661000,"favorite_count":4257,"quote_count":94,"reply_count":98,"retweet_count":640,"user_id_str":"3448284313","conversation_id_str":"1922755721428598988","full_text":"LLMs Get Lost in Multi-turn Conversation\n\nThe cat is out of the bag.\n\nPay attention, devs.\n\nThis is one of the most common issues when building with LLMs today.\n\nGlad there is now paper to share insights.\n\nHere are my notes: https://t.co/xYmg0D1kLo","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":true,"display_text_range":[0,177],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gZy1i753Vs","expanded_url":"https://x.com/omarsar0/status/1973101118990254366/photo/1","id_str":"1973100846515642368","indices":[178,201],"media_key":"3_1973100846515642368","media_url_https":"https://pbs.twimg.com/media/G2HcxBaWYAAYbCE.jpg","type":"photo","url":"https://t.co/gZy1i753Vs","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1290,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":0,"y":0,"w":1290,"h":1290},{"x":0,"y":0,"w":1132,"h":1290},{"x":193,"y":0,"w":645,"h":1290},{"x":0,"y":0,"w":2292,"h":1290}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1973100846515642368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gZy1i753Vs","expanded_url":"https://x.com/omarsar0/status/1973101118990254366/photo/1","id_str":"1973100846515642368","indices":[178,201],"media_key":"3_1973100846515642368","media_url_https":"https://pbs.twimg.com/media/G2HcxBaWYAAYbCE.jpg","type":"photo","url":"https://t.co/gZy1i753Vs","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1153,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1290,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":0,"y":0,"w":1290,"h":1290},{"x":0,"y":0,"w":1132,"h":1290},{"x":193,"y":0,"w":645,"h":1290},{"x":0,"y":0,"w":2292,"h":1290}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1973100846515642368"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1973101118990254366","view_count":364880,"bookmark_count":5165,"created_at":1759258939000,"favorite_count":4050,"quote_count":27,"reply_count":62,"retweet_count":468,"user_id_str":"3448284313","conversation_id_str":"1973101118990254366","full_text":"As usual, Anthropic just published another banger.\n\nThis one is on context engineering.\n\nGreat section on how it is different from prompt engineering. \n\nA must-read for AI devs. https://t.co/gZy1i753Vs","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/yblvTJUzYd","expanded_url":"https://x.com/omarsar0/status/1641787456436547584/photo/1","id_str":"1641784515164078080","indices":[272,295],"media_key":"3_1641784515164078080","media_url_https":"https://pbs.twimg.com/media/FsjKUWgXgAA-7WW.jpg","type":"photo","url":"https://t.co/yblvTJUzYd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":518,"y":476,"h":48,"w":48},{"x":476,"y":474,"h":51,"w":51}]},"medium":{"faces":[{"x":518,"y":476,"h":48,"w":48},{"x":476,"y":474,"h":51,"w":51}]},"small":{"faces":[{"x":384,"y":352,"h":35,"w":35},{"x":352,"y":351,"h":37,"w":37}]},"orig":{"faces":[{"x":518,"y":476,"h":48,"w":48},{"x":476,"y":474,"h":51,"w":51}]}},"sizes":{"large":{"h":646,"w":917,"resize":"fit"},"medium":{"h":646,"w":917,"resize":"fit"},"small":{"h":479,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":646,"width":917,"focus_rects":[{"x":0,"y":0,"w":917,"h":514},{"x":271,"y":0,"w":646,"h":646},{"x":350,"y":0,"w":567,"h":646},{"x":549,"y":0,"w":323,"h":646},{"x":0,"y":0,"w":917,"h":646}]},"media_results":{"result":{"media_key":"3_1641784515164078080"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2303.17564…","expanded_url":"https://arxiv.org/abs/2303.17564v1","url":"https://t.co/OOSjSCRIEg","indices":[248,271]},{"display_url":"arxiv.org/abs/2303.17564…","expanded_url":"https://arxiv.org/abs/2303.17564v1","url":"https://t.co/AxFn3e5220","indices":[369,392]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/yblvTJUzYd","expanded_url":"https://x.com/omarsar0/status/1641787456436547584/photo/1","id_str":"1641784515164078080","indices":[272,295],"media_key":"3_1641784515164078080","media_url_https":"https://pbs.twimg.com/media/FsjKUWgXgAA-7WW.jpg","type":"photo","url":"https://t.co/yblvTJUzYd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":518,"y":476,"h":48,"w":48},{"x":476,"y":474,"h":51,"w":51}]},"medium":{"faces":[{"x":518,"y":476,"h":48,"w":48},{"x":476,"y":474,"h":51,"w":51}]},"small":{"faces":[{"x":384,"y":352,"h":35,"w":35},{"x":352,"y":351,"h":37,"w":37}]},"orig":{"faces":[{"x":518,"y":476,"h":48,"w":48},{"x":476,"y":474,"h":51,"w":51}]}},"sizes":{"large":{"h":646,"w":917,"resize":"fit"},"medium":{"h":646,"w":917,"resize":"fit"},"small":{"h":479,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":646,"width":917,"focus_rects":[{"x":0,"y":0,"w":917,"h":514},{"x":271,"y":0,"w":646,"h":646},{"x":350,"y":0,"w":567,"h":646},{"x":549,"y":0,"w":323,"h":646},{"x":0,"y":0,"w":917,"h":646}]},"media_results":{"result":{"media_key":"3_1641784515164078080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1641787456436547584","view_count":1010760,"bookmark_count":2040,"created_at":1680267607000,"favorite_count":3692,"quote_count":89,"reply_count":70,"retweet_count":715,"user_id_str":"3448284313","conversation_id_str":"1641787456436547584","full_text":"BloombergGPT is a new LLM for finance.\n\nIt's a 50 billion parameter language model trained on financial data.\n\nClaims the largest domain-specific dataset yet with 363 billion tokens... further augmented with 345 billion tokens from general purpose https://t.co/OOSjSCRIEg https://t.co/yblvTJUzYd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,90],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A4K5DtFYao","expanded_url":"https://x.com/omarsar0/status/1899530784832459043/photo/1","id_str":"1899530769564827648","indices":[91,114],"media_key":"3_1899530769564827648","media_url_https":"https://pbs.twimg.com/media/Glx9K7fWAAA5Lue.jpg","type":"photo","url":"https://t.co/A4K5DtFYao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":640,"y":329,"h":81,"w":81}]},"medium":{"faces":[{"x":375,"y":193,"h":47,"w":47}]},"small":{"faces":[{"x":212,"y":109,"h":27,"w":27}]},"orig":{"faces":[{"x":1200,"y":618,"h":153,"w":153}]}},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[{"x":0,"y":0,"w":3840,"h":2150},{"x":360,"y":0,"w":2160,"h":2160},{"x":493,"y":0,"w":1895,"h":2160},{"x":900,"y":0,"w":1080,"h":2160},{"x":0,"y":0,"w":3840,"h":2160}]},"media_results":{"result":{"media_key":"3_1899530769564827648"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A4K5DtFYao","expanded_url":"https://x.com/omarsar0/status/1899530784832459043/photo/1","id_str":"1899530769564827648","indices":[91,114],"media_key":"3_1899530769564827648","media_url_https":"https://pbs.twimg.com/media/Glx9K7fWAAA5Lue.jpg","type":"photo","url":"https://t.co/A4K5DtFYao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":640,"y":329,"h":81,"w":81}]},"medium":{"faces":[{"x":375,"y":193,"h":47,"w":47}]},"small":{"faces":[{"x":212,"y":109,"h":27,"w":27}]},"orig":{"faces":[{"x":1200,"y":618,"h":153,"w":153}]}},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[{"x":0,"y":0,"w":3840,"h":2150},{"x":360,"y":0,"w":2160,"h":2160},{"x":493,"y":0,"w":1895,"h":2160},{"x":900,"y":0,"w":1080,"h":2160},{"x":0,"y":0,"w":3840,"h":2160}]},"media_results":{"result":{"media_key":"3_1899530769564827648"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1899530784832459043","view_count":778691,"bookmark_count":3834,"created_at":1741718405000,"favorite_count":3401,"quote_count":26,"reply_count":69,"retweet_count":293,"user_id_str":"3448284313","conversation_id_str":"1899530784832459043","full_text":"NEW: OpenAI announces new tools for building agents.\n\nHere is everything you need to know: https://t.co/A4K5DtFYao","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,64],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wmBho365HS","expanded_url":"https://x.com/omarsar0/status/1928562249297211600/photo/1","id_str":"1928560012114206720","indices":[65,88],"media_key":"3_1928560012114206720","media_url_https":"https://pbs.twimg.com/media/GsOfHPIXIAAZ7uL.jpg","type":"photo","url":"https://t.co/wmBho365HS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1994,"w":1890,"resize":"fit"},"medium":{"h":1200,"w":1137,"resize":"fit"},"small":{"h":680,"w":645,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1994,"width":1890,"focus_rects":[{"x":0,"y":0,"w":1890,"h":1058},{"x":0,"y":0,"w":1890,"h":1890},{"x":0,"y":0,"w":1749,"h":1994},{"x":0,"y":0,"w":997,"h":1994},{"x":0,"y":0,"w":1890,"h":1994}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1928560012114206720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wmBho365HS","expanded_url":"https://x.com/omarsar0/status/1928562249297211600/photo/1","id_str":"1928560012114206720","indices":[65,88],"media_key":"3_1928560012114206720","media_url_https":"https://pbs.twimg.com/media/GsOfHPIXIAAZ7uL.jpg","type":"photo","url":"https://t.co/wmBho365HS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1994,"w":1890,"resize":"fit"},"medium":{"h":1200,"w":1137,"resize":"fit"},"small":{"h":680,"w":645,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1994,"width":1890,"focus_rects":[{"x":0,"y":0,"w":1890,"h":1058},{"x":0,"y":0,"w":1890,"h":1890},{"x":0,"y":0,"w":1749,"h":1994},{"x":0,"y":0,"w":997,"h":1994},{"x":0,"y":0,"w":1890,"h":1994}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1928560012114206720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1928562249297211600","view_count":656624,"bookmark_count":9294,"created_at":1748640045000,"favorite_count":3396,"quote_count":32,"reply_count":37,"retweet_count":323,"user_id_str":"3448284313","conversation_id_str":"1928562249297211600","full_text":"YC on the key prompting techniques used by the best AI startups: https://t.co/wmBho365HS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WyNVmpdd2W","expanded_url":"https://x.com/omarsar0/status/1492922017296830468/photo/1","id_str":"1492914994467508226","indices":[281,304],"media_key":"3_1492914994467508226","media_url_https":"https://pbs.twimg.com/media/FLfmRxUXEAIFh5D.png","type":"photo","url":"https://t.co/WyNVmpdd2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":845,"resize":"fit"},"medium":{"h":896,"w":845,"resize":"fit"},"small":{"h":680,"w":641,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":845,"focus_rects":[{"x":0,"y":0,"w":845,"h":473},{"x":0,"y":0,"w":845,"h":845},{"x":0,"y":0,"w":786,"h":896},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":845,"h":896}]},"media_results":{"result":{"media_key":"3_1492914994467508226"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WyNVmpdd2W","expanded_url":"https://x.com/omarsar0/status/1492922017296830468/photo/1","id_str":"1492914994467508226","indices":[281,304],"media_key":"3_1492914994467508226","media_url_https":"https://pbs.twimg.com/media/FLfmRxUXEAIFh5D.png","type":"photo","url":"https://t.co/WyNVmpdd2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":845,"resize":"fit"},"medium":{"h":896,"w":845,"resize":"fit"},"small":{"h":680,"w":641,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":845,"focus_rects":[{"x":0,"y":0,"w":845,"h":473},{"x":0,"y":0,"w":845,"h":845},{"x":0,"y":0,"w":786,"h":896},{"x":0,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":845,"h":896}]},"media_results":{"result":{"media_key":"3_1492914994467508226"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1492922017296830468","view_count":0,"bookmark_count":1447,"created_at":1644775320000,"favorite_count":3295,"quote_count":9,"reply_count":38,"retweet_count":580,"user_id_str":"3448284313","conversation_id_str":"1492922017296830468","full_text":"The past month I've been writing detailed notes for the first 15 lectures of Stanford's NLP with Deep Learning. Notes contain code, equations, practical tips, references, etc.\n\nAs I tidy the notes, I need to figure out how to best publish them. Here are the topics covered so far: https://t.co/WyNVmpdd2W","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BQ3wSLtiHm","expanded_url":"https://x.com/omarsar0/status/1964443249642447263/photo/1","id_str":"1964443246677069824","indices":[162,185],"media_key":"3_1964443246677069824","media_url_https":"https://pbs.twimg.com/media/G0MauYuaEAA7NdK.jpg","type":"photo","url":"https://t.co/BQ3wSLtiHm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1197,"w":1200,"resize":"fit"},"medium":{"h":1197,"w":1200,"resize":"fit"},"small":{"h":678,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1197,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":2,"y":0,"w":1197,"h":1197},{"x":75,"y":0,"w":1050,"h":1197},{"x":301,"y":0,"w":599,"h":1197},{"x":0,"y":0,"w":1200,"h":1197}]},"media_results":{"result":{"media_key":"3_1964443246677069824"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BQ3wSLtiHm","expanded_url":"https://x.com/omarsar0/status/1964443249642447263/photo/1","id_str":"1964443246677069824","indices":[162,185],"media_key":"3_1964443246677069824","media_url_https":"https://pbs.twimg.com/media/G0MauYuaEAA7NdK.jpg","type":"photo","url":"https://t.co/BQ3wSLtiHm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1197,"w":1200,"resize":"fit"},"medium":{"h":1197,"w":1200,"resize":"fit"},"small":{"h":678,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1197,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":2,"y":0,"w":1197,"h":1197},{"x":75,"y":0,"w":1050,"h":1197},{"x":301,"y":0,"w":599,"h":1197},{"x":0,"y":0,"w":1200,"h":1197}]},"media_results":{"result":{"media_key":"3_1964443246677069824"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1964443249642447263","view_count":451100,"bookmark_count":7549,"created_at":1757194742000,"favorite_count":3295,"quote_count":45,"reply_count":109,"retweet_count":480,"user_id_str":"3448284313","conversation_id_str":"1964443249642447263","full_text":"Everyone is talking about this new OpenAI paper.\n\nIt's about why LLMs hallucinate.\n\nYou might want to bookmark this one.\n\nLet's break down the technical details: https://t.co/BQ3wSLtiHm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0}],"ctweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1256657735065747457","view_count":0,"bookmark_count":79,"created_at":1588445526000,"favorite_count":1465,"quote_count":7,"reply_count":233,"retweet_count":87,"user_id_str":"3448284313","conversation_id_str":"1256657735065747457","full_text":"I am planning to teach a fully-remote, live open course on NLP (from fundamentals to advanced concepts to apps). \n\nI figure I can probably provide more value teaching and engaging directly with students as opposed to just posting video recordings.\n\nWould you be interested? 🤔","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,185],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/aKzH3at5oH","expanded_url":"https://x.com/omarsar0/status/1923817691455873420/photo/1","id_str":"1923813089037697024","indices":[186,209],"media_key":"3_1923813089037697024","media_url_https":"https://pbs.twimg.com/media/GrLBz8pWwAAPvJj.jpg","type":"photo","url":"https://t.co/aKzH3at5oH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]},"medium":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]},"small":{"faces":[{"x":293,"y":533,"h":30,"w":30},{"x":295,"y":319,"h":34,"w":34},{"x":295,"y":555,"h":34,"w":34},{"x":295,"y":376,"h":38,"w":38}]},"orig":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]}},"sizes":{"large":{"h":1015,"w":890,"resize":"fit"},"medium":{"h":1015,"w":890,"resize":"fit"},"small":{"h":680,"w":596,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1015,"width":890,"focus_rects":[{"x":0,"y":0,"w":890,"h":498},{"x":0,"y":0,"w":890,"h":890},{"x":0,"y":0,"w":890,"h":1015},{"x":328,"y":0,"w":508,"h":1015},{"x":0,"y":0,"w":890,"h":1015}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1923813089037697024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/aKzH3at5oH","expanded_url":"https://x.com/omarsar0/status/1923817691455873420/photo/1","id_str":"1923813089037697024","indices":[186,209],"media_key":"3_1923813089037697024","media_url_https":"https://pbs.twimg.com/media/GrLBz8pWwAAPvJj.jpg","type":"photo","url":"https://t.co/aKzH3at5oH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]},"medium":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]},"small":{"faces":[{"x":293,"y":533,"h":30,"w":30},{"x":295,"y":319,"h":34,"w":34},{"x":295,"y":555,"h":34,"w":34},{"x":295,"y":376,"h":38,"w":38}]},"orig":{"faces":[{"x":439,"y":796,"h":46,"w":46},{"x":442,"y":477,"h":52,"w":52},{"x":442,"y":830,"h":51,"w":51},{"x":441,"y":562,"h":57,"w":57}]}},"sizes":{"large":{"h":1015,"w":890,"resize":"fit"},"medium":{"h":1015,"w":890,"resize":"fit"},"small":{"h":680,"w":596,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1015,"width":890,"focus_rects":[{"x":0,"y":0,"w":890,"h":498},{"x":0,"y":0,"w":890,"h":890},{"x":0,"y":0,"w":890,"h":1015},{"x":328,"y":0,"w":508,"h":1015},{"x":0,"y":0,"w":890,"h":1015}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1923813089037697024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1923817691455873420","view_count":745707,"bookmark_count":10345,"created_at":1747508855000,"favorite_count":5844,"quote_count":76,"reply_count":229,"retweet_count":1113,"user_id_str":"3448284313","conversation_id_str":"1923817691455873420","full_text":"AI Agents vs. Agentic AI\n\nInteresting paper summarizing distinctions between AI Agents and Agentic AI.\n\nIt also talks about the key ideas, solutions, and the future.\n\nHere are my notes: https://t.co/aKzH3at5oH","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"display_text_range":[0,183],"lang":"en","fact_check":null,"id":"2024210096155181122","view_count":77981,"bookmark_count":167,"created_at":1771444269000,"favorite_count":336,"quote_count":8,"reply_count":209,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"2024210096155181122","full_text":"There isn’t a single use case that I have seen done with OpenClaw that I can’t do with Claude Code.\n\nWhat am I missing?\n\nI don’t use Telegram for real work but is there anything else?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"koosocial_engage","fetched_at":1772456209092,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":1771704028150,"poll_count":1,"poll_complete":1},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1980052095639126457","view_count":104556,"bookmark_count":118,"created_at":1760916181000,"favorite_count":546,"quote_count":8,"reply_count":196,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I tried Codex on ChatGPT today. \n\nClaude Code is just irreplaceable to me at this point.\n\nAnd with this new Skills feature, the edge it gives is just too good to pass on.\n\nI am sure Codex will get better. Will keep trying future iterations.\n\nWhat’s your experience?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1870444425375309902","view_count":216537,"bookmark_count":384,"created_at":1734783676000,"favorite_count":1940,"quote_count":40,"reply_count":166,"retweet_count":196,"user_id_str":"3448284313","conversation_id_str":"1870444425375309902","full_text":"The hype around o3 is out of control.\n\nIt’s not AGI, it’s not the singularity, and you definitely don’t have to change your worldview.\n\nIn fact, the public doesn’t even have access to the models so how can anyone claim any of the above.\n\nI appreciate how the OpenAI researchers presented o3.\n\nI encourage folks to checkout the original presentation on YouTube.\n\nDon’t fall for all the hype threads you see here on X.\n\nOpenAI made it clear that there lots of things to improve on. \n\nIt’s exciting yes but the headlines are misleading and benchmark results don’t really say much these days.\n\nHoping these words balance your timeline a bit. Share if you think it helps.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/d0cesrsjdr","expanded_url":"https://twitter.com/omarsar0/status/1497224641231921154/photo/1","id_str":"1497223493963890712","indices":[279,302],"media_key":"16_1497223493963890712","media_url_https":"https://pbs.twimg.com/tweet_video_thumb/FMc01csWQBgX9DR.jpg","type":"animated_gif","url":"https://t.co/d0ceSrsJDr","ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":400,"w":640,"resize":"fit"},"medium":{"h":400,"w":640,"resize":"fit"},"small":{"h":400,"w":640,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":400,"width":640,"focus_rects":[]},"video_info":{"aspect_ratio":[8,5],"variants":[{"bitrate":0,"content_type":"video/mp4","url":"https://video.twimg.com/tweet_video/FMc01csWQBgX9DR.mp4"}]},"media_results":{"result":{"media_key":"16_1497223493963890712"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.twitter.com/d0ceSrsJDr","expanded_url":"https://twitter.com/omarsar0/status/1497224641231921154/photo/1","id_str":"1497223493963890712","indices":[279,302],"media_key":"16_1497223493963890712","media_url_https":"https://pbs.twimg.com/tweet_video_thumb/FMc01csWQBgX9DR.jpg","type":"animated_gif","url":"https://t.co/d0ceSrsJDr","ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":400,"w":640,"resize":"fit"},"medium":{"h":400,"w":640,"resize":"fit"},"small":{"h":400,"w":640,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":400,"width":640,"focus_rects":[]},"video_info":{"aspect_ratio":[8,5],"variants":[{"bitrate":0,"content_type":"video/mp4","url":"https://video.twimg.com/tweet_video/FMc01csWQBgX9DR.mp4"}]},"media_results":{"result":{"media_key":"16_1497223493963890712"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1497224641231921154","view_count":0,"bookmark_count":566,"created_at":1645801146000,"favorite_count":2715,"quote_count":5,"reply_count":155,"retweet_count":253,"user_id_str":"3448284313","conversation_id_str":"1497224641231921154","full_text":"I've been writing a special notebook to help get comfortable with mathematics for machine learning. It will contain popular equations paired with code and explanations. The idea is to start with a small collection of 100 (beginner to advanced).\n\nWould you be interested in this? https://t.co/d0ceSrsJDr","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,85],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1680960073667936258","view_count":75491,"bookmark_count":49,"created_at":1689607086000,"favorite_count":283,"quote_count":2,"reply_count":144,"retweet_count":10,"user_id_str":"3448284313","conversation_id_str":"1680960073667936258","full_text":"looking to connect with more LLM researchers and developers \n\nif that’s you, say hi 👋","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,261],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Ct1a7LpvqO","expanded_url":"https://x.com/omarsar0/status/1931333830985883888/photo/1","id_str":"1931333828054007808","indices":[262,285],"media_key":"3_1931333828054007808","media_url_https":"https://pbs.twimg.com/media/Gs154kvawAABGPv.png","type":"photo","url":"https://t.co/Ct1a7LpvqO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":768,"w":857,"resize":"fit"},"medium":{"h":768,"w":857,"resize":"fit"},"small":{"h":609,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":768,"width":857,"focus_rects":[{"x":0,"y":0,"w":857,"h":480},{"x":44,"y":0,"w":768,"h":768},{"x":91,"y":0,"w":674,"h":768},{"x":236,"y":0,"w":384,"h":768},{"x":0,"y":0,"w":857,"h":768}]},"media_results":{"result":{"media_key":"3_1931333828054007808"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Ct1a7LpvqO","expanded_url":"https://x.com/omarsar0/status/1931333830985883888/photo/1","id_str":"1931333828054007808","indices":[262,285],"media_key":"3_1931333828054007808","media_url_https":"https://pbs.twimg.com/media/Gs154kvawAABGPv.png","type":"photo","url":"https://t.co/Ct1a7LpvqO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":768,"w":857,"resize":"fit"},"medium":{"h":768,"w":857,"resize":"fit"},"small":{"h":609,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":768,"width":857,"focus_rects":[{"x":0,"y":0,"w":857,"h":480},{"x":44,"y":0,"w":768,"h":768},{"x":91,"y":0,"w":674,"h":768},{"x":236,"y":0,"w":384,"h":768},{"x":0,"y":0,"w":857,"h":768}]},"media_results":{"result":{"media_key":"3_1931333828054007808"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1931333830985883888","view_count":947600,"bookmark_count":6140,"created_at":1749300842000,"favorite_count":4615,"quote_count":128,"reply_count":137,"retweet_count":652,"user_id_str":"3448284313","conversation_id_str":"1931333830985883888","full_text":"The Illusion of Thinking in LLMs\n\nApple researchers discuss the strengths and limitations of reasoning models.\n\nApparently, reasoning models \"collapse\" beyond certain task complexities.\n\nLots of important insights on this one. (bookmark it!)\n\nHere are my notes: https://t.co/Ct1a7LpvqO","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1472544656936288258","view_count":0,"bookmark_count":413,"created_at":1639916979000,"favorite_count":4956,"quote_count":49,"reply_count":134,"retweet_count":401,"user_id_str":"3448284313","conversation_id_str":"1472544656936288258","full_text":"Just being honest: when looking for skilled machine learning and NLP engineers, I'm not looking at CVs anymore.\n\nNow I directly look at blogs, GitHub repos, videos, Twitter, etc.\n\nHaving a CV is fine... but don't forget to document along the way (in detail) what you've built.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,108],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/z1DrpFGvnT","expanded_url":"https://x.com/omarsar0/status/1943162144930828397/photo/1","id_str":"1943159684824772608","indices":[109,132],"media_key":"3_1943159684824772608","media_url_https":"https://pbs.twimg.com/media/Gvd9cCPXMAAxMv_.png","type":"photo","url":"https://t.co/z1DrpFGvnT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":458,"w":887,"resize":"fit"},"medium":{"h":458,"w":887,"resize":"fit"},"small":{"h":351,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":458,"width":887,"focus_rects":[{"x":34,"y":0,"w":818,"h":458},{"x":214,"y":0,"w":458,"h":458},{"x":242,"y":0,"w":402,"h":458},{"x":329,"y":0,"w":229,"h":458},{"x":0,"y":0,"w":887,"h":458}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1943159684824772608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/z1DrpFGvnT","expanded_url":"https://x.com/omarsar0/status/1943162144930828397/photo/1","id_str":"1943159684824772608","indices":[109,132],"media_key":"3_1943159684824772608","media_url_https":"https://pbs.twimg.com/media/Gvd9cCPXMAAxMv_.png","type":"photo","url":"https://t.co/z1DrpFGvnT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":458,"w":887,"resize":"fit"},"medium":{"h":458,"w":887,"resize":"fit"},"small":{"h":351,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":458,"width":887,"focus_rects":[{"x":34,"y":0,"w":818,"h":458},{"x":214,"y":0,"w":458,"h":458},{"x":242,"y":0,"w":402,"h":458},{"x":329,"y":0,"w":229,"h":458},{"x":0,"y":0,"w":887,"h":458}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1943159684824772608"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1943162144930828397","view_count":1323432,"bookmark_count":1749,"created_at":1752120932000,"favorite_count":5872,"quote_count":35,"reply_count":124,"retweet_count":407,"user_id_str":"3448284313","conversation_id_str":"1943162144930828397","full_text":"BREAKING: xAI announces Grok 4\n\n\"It can reason at a superhuman level!\"\n\nHere is everything you need to know: https://t.co/z1DrpFGvnT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,105],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LqqkiAtq8I","expanded_url":"https://x.com/omarsar0/status/1885459248060260860/video/1","id_str":"1885459160554254336","indices":[106,129],"media_key":"7_1885459160554254336","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1885459160554254336/pu/img/DRnmhdKy5vaf0oty.jpg","type":"video","url":"https://t.co/LqqkiAtq8I","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":608,"w":800,"resize":"fit"},"medium":{"h":608,"w":800,"resize":"fit"},"small":{"h":517,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":608,"width":800,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[25,19],"duration_millis":30016,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1885459160554254336/pu/pl/U8oKA0Xn7awFyeld.m3u8?tag=12"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459160554254336/pu/vid/avc1/354x270/c54AP3BbFAGbJVeg.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459160554254336/pu/vid/avc1/472x360/Umm3pHZ30e2aA5VG.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459160554254336/pu/vid/avc1/800x608/Wd9A8ubroLCXybQr.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1885459160554254336"}}},{"display_url":"pic.x.com/LqqkiAtq8I","expanded_url":"https://x.com/omarsar0/status/1885459248060260860/video/1","id_str":"1885459185095114752","indices":[106,129],"media_key":"7_1885459185095114752","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1885459185095114752/pu/img/bOLpx2ZTu5HTynbU.jpg","type":"video","url":"https://t.co/LqqkiAtq8I","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":800,"w":608,"resize":"fit"},"medium":{"h":800,"w":608,"resize":"fit"},"small":{"h":680,"w":517,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":800,"width":608,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[19,25],"duration_millis":30000,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1885459185095114752/pu/pl/o8p9ZAOIU5vywJ3_.m3u8?tag=12"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459185095114752/pu/vid/avc1/320x420/-3_m9zchRWmOGfbg.mp4?tag=12"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459185095114752/pu/vid/avc1/480x630/7eIFS5j5qMnXKbfE.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459185095114752/pu/vid/avc1/608x800/YnM3o0SfzF9lWmFA.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1885459185095114752"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LqqkiAtq8I","expanded_url":"https://x.com/omarsar0/status/1885459248060260860/video/1","id_str":"1885459160554254336","indices":[106,129],"media_key":"7_1885459160554254336","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1885459160554254336/pu/img/DRnmhdKy5vaf0oty.jpg","type":"video","url":"https://t.co/LqqkiAtq8I","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":608,"w":800,"resize":"fit"},"medium":{"h":608,"w":800,"resize":"fit"},"small":{"h":517,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":608,"width":800,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[25,19],"duration_millis":30016,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1885459160554254336/pu/pl/U8oKA0Xn7awFyeld.m3u8?tag=12"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459160554254336/pu/vid/avc1/354x270/c54AP3BbFAGbJVeg.mp4?tag=12"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459160554254336/pu/vid/avc1/472x360/Umm3pHZ30e2aA5VG.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459160554254336/pu/vid/avc1/800x608/Wd9A8ubroLCXybQr.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1885459160554254336"}}},{"display_url":"pic.x.com/LqqkiAtq8I","expanded_url":"https://x.com/omarsar0/status/1885459248060260860/video/1","id_str":"1885459185095114752","indices":[106,129],"media_key":"7_1885459185095114752","media_url_https":"https://pbs.twimg.com/ext_tw_video_thumb/1885459185095114752/pu/img/bOLpx2ZTu5HTynbU.jpg","type":"video","url":"https://t.co/LqqkiAtq8I","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":800,"w":608,"resize":"fit"},"medium":{"h":800,"w":608,"resize":"fit"},"small":{"h":680,"w":517,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":800,"width":608,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[19,25],"duration_millis":30000,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/ext_tw_video/1885459185095114752/pu/pl/o8p9ZAOIU5vywJ3_.m3u8?tag=12"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459185095114752/pu/vid/avc1/320x420/-3_m9zchRWmOGfbg.mp4?tag=12"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459185095114752/pu/vid/avc1/480x630/7eIFS5j5qMnXKbfE.mp4?tag=12"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/ext_tw_video/1885459185095114752/pu/vid/avc1/608x800/YnM3o0SfzF9lWmFA.mp4?tag=12"}]},"media_results":{"result":{"media_key":"7_1885459185095114752"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1885459248060260860","view_count":715974,"bookmark_count":1008,"created_at":1738363489000,"favorite_count":2534,"quote_count":49,"reply_count":113,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1885459248060260860","full_text":"o3-mini-high (left) vs. deepseek-r1 (right)\n\nresults from the first try \n\ndeepseek-r1 is cracked... wtf! https://t.co/LqqkiAtq8I","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"truncated":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"user_mentions":[],"urls":[],"media":[{"id":1892216306054611000,"id_str":"1892216306054610944","indices":[200,223],"media_url":"http://pbs.twimg.com/media/GkKAtHiWQAASyf0.jpg","media_url_https":"https://pbs.twimg.com/media/GkKAtHiWQAASyf0.jpg","url":"https://t.co/6yCDnFiI6f","display_url":"pic.x.com/6yCDnFiI6f","expanded_url":"https://x.com/omarsar0/status/1892223515660579219/photo/1","type":"photo","allow_download_status":true,"original_info":{"width":1084,"height":552,"focus_rects":[{"x":98,"y":0,"h":552,"w":986},{"x":401,"y":0,"h":552,"w":552},{"x":435,"y":0,"h":552,"w":484},{"x":539,"y":0,"h":552,"w":276},{"x":0,"y":0,"h":552,"w":1084}]},"sizes":{"thumb":{"w":150,"h":150,"resize":"crop"},"medium":{"w":1084,"h":552,"resize":"fit"},"small":{"w":680,"h":346,"resize":"fit"},"large":{"w":1084,"h":552,"resize":"fit"}},"features":{"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]},"large":{"faces":[]}}}]},"extended_entities":{"media":[{"id":1892216306054611000,"id_str":"1892216306054610944","indices":[200,223],"media_url":"http://pbs.twimg.com/media/GkKAtHiWQAASyf0.jpg","media_url_https":"https://pbs.twimg.com/media/GkKAtHiWQAASyf0.jpg","url":"https://t.co/6yCDnFiI6f","display_url":"pic.x.com/6yCDnFiI6f","expanded_url":"https://x.com/omarsar0/status/1892223515660579219/photo/1","type":"photo","allow_download_status":true,"original_info":{"width":1084,"height":552,"focus_rects":[{"x":98,"y":0,"h":552,"w":986},{"x":401,"y":0,"h":552,"w":552},{"x":435,"y":0,"h":552,"w":484},{"x":539,"y":0,"h":552,"w":276},{"x":0,"y":0,"h":552,"w":1084}]},"sizes":{"thumb":{"w":150,"h":150,"resize":"crop"},"medium":{"w":1084,"h":552,"resize":"fit"},"small":{"w":680,"h":346,"resize":"fit"},"large":{"w":1084,"h":552,"resize":"fit"}},"features":{"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]},"large":{"faces":[]}},"ext_sensitive_media_warning":null,"ext_media_availability":{"status":"available"},"ext_alt_text":null,"ext_media_color":{"palette":[{"rgb":{"red":255,"green":255,"blue":255},"percentage":95.87},{"rgb":{"red":129,"green":129,"blue":129},"percentage":3.32},{"rgb":{"red":193,"green":213,"blue":240},"percentage":0.71},{"rgb":{"red":241,"green":199,"blue":198},"percentage":0.11}]},"ext":{"mediaStats":{"r":"Missing","ttl":-1}}}]},"source":"scraping","in_reply_to_status_id":null,"in_reply_to_user_id":null,"in_reply_to_screen_name":null,"user_id":3448284313,"geo":null,"coordinates":null,"place":null,"contributors":null,"conversation_id":1892223515660579300,"conversation_muted":false,"favorited":false,"retweeted":false,"possibly_sensitive":false,"lang":"en","self_thread":{"id":1892223515660579300,"id_str":"1892223515660579219"},"ext":{"superFollowMetadata":{"r":{"ok":{}},"ttl":-1}},"fact_check":null,"id":"1892223515660579219","view_count":197046,"bookmark_count":null,"created_at":1739976216000,"favorite_count":2146,"quote_count":23,"reply_count":110,"retweet_count":410,"user_id_str":"3448284313","conversation_id_str":"1892223515660579219","full_text":"NEW: Google introduces AI co-scientist.\n\nIt's a multi-agent AI system built with Gemini 2.0 to help accelerate scientific breakthroughs.\n\n2025 is truly the year of multi-agents!\n\nLet's break it down: https://t.co/6yCDnFiI6f","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,161],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BQ3wSLtiHm","expanded_url":"https://x.com/omarsar0/status/1964443249642447263/photo/1","id_str":"1964443246677069824","indices":[162,185],"media_key":"3_1964443246677069824","media_url_https":"https://pbs.twimg.com/media/G0MauYuaEAA7NdK.jpg","type":"photo","url":"https://t.co/BQ3wSLtiHm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1197,"w":1200,"resize":"fit"},"medium":{"h":1197,"w":1200,"resize":"fit"},"small":{"h":678,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1197,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":2,"y":0,"w":1197,"h":1197},{"x":75,"y":0,"w":1050,"h":1197},{"x":301,"y":0,"w":599,"h":1197},{"x":0,"y":0,"w":1200,"h":1197}]},"media_results":{"result":{"media_key":"3_1964443246677069824"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BQ3wSLtiHm","expanded_url":"https://x.com/omarsar0/status/1964443249642447263/photo/1","id_str":"1964443246677069824","indices":[162,185],"media_key":"3_1964443246677069824","media_url_https":"https://pbs.twimg.com/media/G0MauYuaEAA7NdK.jpg","type":"photo","url":"https://t.co/BQ3wSLtiHm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1197,"w":1200,"resize":"fit"},"medium":{"h":1197,"w":1200,"resize":"fit"},"small":{"h":678,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1197,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":2,"y":0,"w":1197,"h":1197},{"x":75,"y":0,"w":1050,"h":1197},{"x":301,"y":0,"w":599,"h":1197},{"x":0,"y":0,"w":1200,"h":1197}]},"media_results":{"result":{"media_key":"3_1964443246677069824"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1964443249642447263","view_count":451100,"bookmark_count":7549,"created_at":1757194742000,"favorite_count":3295,"quote_count":45,"reply_count":109,"retweet_count":480,"user_id_str":"3448284313","conversation_id_str":"1964443249642447263","full_text":"Everyone is talking about this new OpenAI paper.\n\nIt's about why LLMs hallucinate.\n\nYou might want to bookmark this one.\n\nLet's break down the technical details: https://t.co/BQ3wSLtiHm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1855253141530304651","view_count":226507,"bookmark_count":2443,"created_at":1731161792000,"favorite_count":1914,"quote_count":18,"reply_count":108,"retweet_count":200,"user_id_str":"3448284313","conversation_id_str":"1855253141530304651","full_text":"My AI usage these days:\n\n- claude-3.5-sonnet for most creative and writing tasks\n- gemini-1.5-pro for video-related tasks\n- chatgpt for image analysis and web search\n- gpt-4o-mini and gemini-flash for agentic stuff\n- o1-mini for reasoning and knowledge-intensive tasks\n- llama-3.1 for local LLM usage\n- midjourney for image generation\n- runway for video generation\n- elevenlabs for speech-related stuff\n\nI'm intentionally experimenting with various models. It's often a combination of these that leads to the best performance. Where things stand, I believe it's a bad idea to overcommit to one model series. \n\nHow's your usage looking?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,224],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/xYmg0D1kLo","expanded_url":"https://x.com/omarsar0/status/1922755721428598988/photo/1","id_str":"1922755717511131136","indices":[225,248],"media_key":"3_1922755717511131136","media_url_https":"https://pbs.twimg.com/media/Gq8AI0waMAA4Y8W.jpg","type":"photo","url":"https://t.co/xYmg0D1kLo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":15,"y":419,"h":87,"w":87}]},"medium":{"faces":[{"x":10,"y":282,"h":58,"w":58}]},"small":{"faces":[{"x":5,"y":159,"h":33,"w":33}]},"orig":{"faces":[{"x":15,"y":419,"h":87,"w":87}]}},"sizes":{"large":{"h":1782,"w":1512,"resize":"fit"},"medium":{"h":1200,"w":1018,"resize":"fit"},"small":{"h":680,"w":577,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1512,"focus_rects":[{"x":0,"y":0,"w":1512,"h":847},{"x":0,"y":0,"w":1512,"h":1512},{"x":0,"y":0,"w":1512,"h":1724},{"x":399,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1512,"h":1782}]},"media_results":{"result":{"media_key":"3_1922755717511131136"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/xYmg0D1kLo","expanded_url":"https://x.com/omarsar0/status/1922755721428598988/photo/1","id_str":"1922755717511131136","indices":[225,248],"media_key":"3_1922755717511131136","media_url_https":"https://pbs.twimg.com/media/Gq8AI0waMAA4Y8W.jpg","type":"photo","url":"https://t.co/xYmg0D1kLo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":15,"y":419,"h":87,"w":87}]},"medium":{"faces":[{"x":10,"y":282,"h":58,"w":58}]},"small":{"faces":[{"x":5,"y":159,"h":33,"w":33}]},"orig":{"faces":[{"x":15,"y":419,"h":87,"w":87}]}},"sizes":{"large":{"h":1782,"w":1512,"resize":"fit"},"medium":{"h":1200,"w":1018,"resize":"fit"},"small":{"h":680,"w":577,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1512,"focus_rects":[{"x":0,"y":0,"w":1512,"h":847},{"x":0,"y":0,"w":1512,"h":1512},{"x":0,"y":0,"w":1512,"h":1724},{"x":399,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1512,"h":1782}]},"media_results":{"result":{"media_key":"3_1922755717511131136"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1922755721428598988","view_count":752532,"bookmark_count":5468,"created_at":1747255661000,"favorite_count":4257,"quote_count":94,"reply_count":98,"retweet_count":640,"user_id_str":"3448284313","conversation_id_str":"1922755721428598988","full_text":"LLMs Get Lost in Multi-turn Conversation\n\nThe cat is out of the bag.\n\nPay attention, devs.\n\nThis is one of the most common issues when building with LLMs today.\n\nGlad there is now paper to share insights.\n\nHere are my notes: https://t.co/xYmg0D1kLo","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"bookmarked":false,"display_text_range":[0,68],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/EZKnjq57qh","expanded_url":"https://x.com/omarsar0/status/1891705029083512934/photo/1","id_str":"1891704111151648770","indices":[69,92],"media_key":"3_1891704111151648770","media_url_https":"https://pbs.twimg.com/media/GkCu3c1XEAIgeGP.jpg","type":"photo","url":"https://t.co/EZKnjq57qh","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1251,"y":617,"h":126,"w":126},{"x":936,"y":590,"h":124,"w":124}]},"medium":{"faces":[{"x":953,"y":470,"h":96,"w":96},{"x":713,"y":449,"h":94,"w":94}]},"small":{"faces":[{"x":540,"y":266,"h":54,"w":54},{"x":404,"y":254,"h":53,"w":53}]},"orig":{"faces":[{"x":1251,"y":617,"h":126,"w":126},{"x":936,"y":590,"h":124,"w":124}]}},"sizes":{"large":{"h":982,"w":1574,"resize":"fit"},"medium":{"h":749,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":982,"width":1574,"focus_rects":[{"x":0,"y":0,"w":1574,"h":881},{"x":333,"y":0,"w":982,"h":982},{"x":394,"y":0,"w":861,"h":982},{"x":579,"y":0,"w":491,"h":982},{"x":0,"y":0,"w":1574,"h":982}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1891704111151648770"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/EZKnjq57qh","expanded_url":"https://x.com/omarsar0/status/1891705029083512934/photo/1","id_str":"1891704111151648770","indices":[69,92],"media_key":"3_1891704111151648770","media_url_https":"https://pbs.twimg.com/media/GkCu3c1XEAIgeGP.jpg","type":"photo","url":"https://t.co/EZKnjq57qh","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1251,"y":617,"h":126,"w":126},{"x":936,"y":590,"h":124,"w":124}]},"medium":{"faces":[{"x":953,"y":470,"h":96,"w":96},{"x":713,"y":449,"h":94,"w":94}]},"small":{"faces":[{"x":540,"y":266,"h":54,"w":54},{"x":404,"y":254,"h":53,"w":53}]},"orig":{"faces":[{"x":1251,"y":617,"h":126,"w":126},{"x":936,"y":590,"h":124,"w":124}]}},"sizes":{"large":{"h":982,"w":1574,"resize":"fit"},"medium":{"h":749,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":982,"width":1574,"focus_rects":[{"x":0,"y":0,"w":1574,"h":881},{"x":333,"y":0,"w":982,"h":982},{"x":394,"y":0,"w":861,"h":982},{"x":579,"y":0,"w":491,"h":982},{"x":0,"y":0,"w":1574,"h":982}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1891704111151648770"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1891705029083512934","view_count":1894483,"bookmark_count":2291,"created_at":1739852599000,"favorite_count":7781,"quote_count":57,"reply_count":96,"retweet_count":406,"user_id_str":"3448284313","conversation_id_str":"1891705029083512934","full_text":"BREAKING: xAI announces Grok 3\n\nHere is everything you need to know: https://t.co/EZKnjq57qh","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0}],"activities":{"nreplies":[{"label":"2025-10-21","value":27,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980308459368436093","quoted_status_permalink":{"url":"https://t.co/7tgKp3s1dH","expanded":"https://twitter.com/anthropicai/status/1980308459368436093","display":"x.com/anthropicai/st…"},"retweeted":false,"fact_check":null,"id":"1980312578749526504","view_count":32955,"bookmark_count":134,"created_at":1760978285000,"favorite_count":264,"quote_count":0,"reply_count":16,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"I started to build a little AI research tool with Claude Code & Skills over the weekend.\n\nNow Anthropic adds connectors to other helpful scientific tools.\n\nThey are not messing around!\n\nIt’s about to get insanely interesting to use coding agents like Claude Code for science.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/pRSTl5TgvB","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980403571935130073","view_count":19586,"bookmark_count":54,"created_at":1760999980000,"favorite_count":150,"quote_count":1,"reply_count":8,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"This is huge! I sensed that Claude Code on web was coming.\n\nCoding agents on web serve specific use cases.\n\nThere is a wide opening to improve coding experience on web. If you tried Codex (web) you know this well.\n\nIf it's anything like Claude Code on the terminal, it’s game on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1977811751258513410","name":"NerdyChefs.AI","screen_name":"NerdychefsAI","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"NerdychefsAI","lang":"en","retweeted":false,"fact_check":null,"id":"1980320807709802804","view_count":61,"bookmark_count":0,"created_at":1760980247000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"@NerdychefsAI Will share more soon with some additional thoughts.","in_reply_to_user_id_str":"1977811751258513410","in_reply_to_status_id_str":"1980317151170121729","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,22],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","quoted_status_id_str":"1980052095639126457","quoted_status_permalink":{"url":"https://t.co/uQXRrZImBU","expanded":"https://twitter.com/omarsar0/status/1980052095639126457","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1980372246591095294","view_count":8661,"bookmark_count":3,"created_at":1760992511000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980337282323452300","full_text":"@claudeai Much needed:","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1980337282323452300","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980407566158196747","view_count":43,"bookmark_count":0,"created_at":1761000932000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Safe agentic code execution matters. The sandboxing feature in Claude Code is also neat and well thoughout. https://t.co/ccXK1Uj5si","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980406365781991642","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980405447086731456","view_count":578,"bookmark_count":0,"created_at":1761000427000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"The blog pretty much summarizes why I even tried Codex on web in the first place.\n\nSome stuff can just be done without my constant intervention.\n\nI can offload bug squashing easily now. Or explore new features that are not core (or of high priority) to my current workstreams. https://t.co/52ChIt2VTd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980403571935130073","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,158],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980406365781991642","view_count":329,"bookmark_count":0,"created_at":1761000646000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Claude Code on mobile is exciting. I am often on the road a lot so this is extremely helpful. I normally used GitHub Actions but this should feel more native. https://t.co/Mg7DOWCEQc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980405447086731456","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980371216046170539","view_count":4239,"bookmark_count":1,"created_at":1760992266000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I sensed this was coming I guess. Coding agents via the web serve specific use cases. \nAnd it makes, as there is a wide opening to improve the experience on web.\nWill test to see how the experience feels. If it is anything like Claude Code on the terminal, it’s game on. https://t.co/e20qoUO1XE","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980052095639126457","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":46,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980629163976675779","view_count":58883,"bookmark_count":951,"created_at":1761053765000,"favorite_count":711,"quote_count":6,"reply_count":29,"retweet_count":102,"user_id_str":"3448284313","conversation_id_str":"1980629163976675779","full_text":"People are sleeping on Deep Agents.\n\nStart using them now.\n\nThis is a fun paper showcasing how to put together advanced deep agents for enterprise use cases.\n\nUses the best techniques: task decomposition, planning, specialized subagents, MCP for NL2SQL, file analysis, and more. https://t.co/UePZmIQkWR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684241202520238","view_count":15368,"bookmark_count":23,"created_at":1761066897000,"favorite_count":77,"quote_count":4,"reply_count":7,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"BREAKING: OpenAI launches ChatGPT Atlas. \n\nA new AI-powered browser built around ChatGPT.\n\nChat goes with you anywhere on the web. https://t.co/CjhEC89Ek1","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980689459785134240","view_count":2750,"bookmark_count":1,"created_at":1761068141000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Atlas is a great tool for \"vife-lifing\". \n\nYou can use the agent to delegate tasks (personal or professional) and hopefully improve productivity and curiosity. \n\nAvailable on MacOS. \n\nAgent is only available to Plus and Pro.\n\nMore personalization coming soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980688230904144086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980684242980884483","view_count":1407,"bookmark_count":2,"created_at":1761066897000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"It's OpenAI's attempt at combining the AI chat experience with the browser. \n\nChatGPT is the \"beating heart of Atlas\"!\n\nBuilt to be fast and flexible.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684241202520238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684244818301158","view_count":1741,"bookmark_count":4,"created_at":1761066897000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Three core features of Atlas:\n\n- Chat goes with you anywhere on the web\n- Browser memory to personalize the experience across the web\n- Agents can take actions for you https://t.co/LKcFw8l1cK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684242980884483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,94],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685471987507241","view_count":1222,"bookmark_count":3,"created_at":1761067190000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can invite ChatGPT to any tab you have open.\n\nIt can see the webpage and answer questions. https://t.co/gCe8Ao4ikB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684244818301158","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685725826691098","view_count":1448,"bookmark_count":3,"created_at":1761067251000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can do web searches and click through links to preview pages. \n\nAnd you can continue interacting with webpages seamlessly. https://t.co/7s6pBg1D3c","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685471987507241","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686101888041405","view_count":1424,"bookmark_count":2,"created_at":1761067340000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can polish your emails in-line. \n\nNo more copy-pasting your drafts.\n\nIt's called Cursor Chat. https://t.co/ClXCmO9Yv2","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685725826691098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,157],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686827347456380","view_count":1371,"bookmark_count":3,"created_at":1761067513000,"favorite_count":5,"quote_count":1,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use Agent mode with Atlas. \n\nThis means it can take actions for you. \n\nIt can do tasks in the background as you do other work in different tabs. https://t.co/8XHK746vWT","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686101888041405","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687393964388637","view_count":1118,"bookmark_count":1,"created_at":1761067648000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Agents can take over your browser whenever you want. \n\nAnd you can take back the control anytime you want or need. https://t.co/fGaEgtCqjw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686827347456380","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687837659034102","view_count":1325,"bookmark_count":1,"created_at":1761067754000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"For safety, you can manage in Agent mode whether ChatGPT works alongside you using your logged-in accounts or not. https://t.co/eS0QMQO9bo","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687393964388637","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980688230904144086","view_count":3283,"bookmark_count":3,"created_at":1761067848000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use incognito mode when you don't want ChatGPT to remember what you are doing in the browser. https://t.co/jy4noKCylP","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687837659034102","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":19,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980997089120444595","view_count":26796,"bookmark_count":263,"created_at":1761141485000,"favorite_count":372,"quote_count":1,"reply_count":11,"retweet_count":65,"user_id_str":"3448284313","conversation_id_str":"1980997089120444595","full_text":"Scaling RL for Trillion-Scale Thinking Model\n\nScaling RL is hard! But this team might have figured out something.\n\nThey introduce Ring-1T, a 1T-parameter MoE reasoning model with ~50B params active per token.\n\nIt’s trained with a long-CoT SFT phase, a verifiable-rewards reasoning RL phase, then a general RLHF phase, and introduces three pieces that make trillion-scale RL actually run:\n\n- IcePop to stabilize updates\n\n- C3PO++ to keep GPUs busy under a token budget\n\n- ASystem to unify high-throughput RL stack\n\nOn benchmarks, it leads open weights on AIME-25, HMMT-25, ARC-AGI-1, LiveCodeBench, CodeForces, and ArenaHard v2.\n\nIt reaches silver-medal level on IMO-2025 using only natural-language reasoning.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"cme295.stanford.edu/syllabus/","expanded_url":"https://cme295.stanford.edu/syllabus/","url":"https://t.co/lpD2idL5co","indices":[311,334]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981030346037612847","view_count":42839,"bookmark_count":964,"created_at":1761149414000,"favorite_count":873,"quote_count":1,"reply_count":8,"retweet_count":153,"user_id_str":"3448284313","conversation_id_str":"1981030346037612847","full_text":"🎓Stanford CME295 Transformers & LLMs\n\nNice to see the new release of this new course on Transformers and LLMs.\n\nGreat way to catch up on the world of LLMs and AI Agents.\n\nIncludes topics like the basics of attention, mixture-of-experts, to agents.\n\nExcited to see more on evals. \n\nFirst lessons available now.\n\nhttps://t.co/lpD2idL5co","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981041821598781673","view_count":1442,"bookmark_count":2,"created_at":1761152150000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981041821598781673","full_text":"Great to see advancements in agentic browsers. \n\nOpenAI Atlas is dope and useful for research.\n\nBut it also reminds me how bad computer-use agents are.\n\nIt sucks at editing and formatting.\n\nWays to go still. Lots of opportunities here for founders.\n\nHave you tried it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[43,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]},{"id_str":"776585502606721024","name":"PyTorch","screen_name":"PyTorch","indices":[17,25]},{"id_str":"14930686","name":"Edward Z. Yang","screen_name":"ezyang","indices":[26,33]},{"id_str":"2786323310","name":"Adam Paszke","screen_name":"apaszke","indices":[34,42]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1981082383894839454","view_count":941,"bookmark_count":1,"created_at":1761161821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981035612540166556","full_text":"@soumithchintala @PyTorch @ezyang @apaszke Damn. I miss PyTorch conferences. Cool crew. :)","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1981035612540166556","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":32,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981373662524821996","view_count":14664,"bookmark_count":12,"created_at":1761231267000,"favorite_count":35,"quote_count":1,"reply_count":8,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981373662524821996","full_text":"Not sure what's up with ChatGPT lately.\n\nProjects don't work as they used to.\n\nI have moved all my Projects to Claude Code Skills.\n\nNight and day!\n\nSkills give you so much personalization. They can easily be adapted too!\n\nThe Claude team really cooked with this one.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981360482813710384","view_count":22232,"bookmark_count":179,"created_at":1761228125000,"favorite_count":234,"quote_count":6,"reply_count":15,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1981360482813710384","full_text":"Lookahead Routing for LLMs\n\nProposes Lookahead, a routing framework to enable more informed routing without full inference.\n\nAchieves an average performance gain of 7.7% over the state-of-the-art.\n\nHere is why it works:\n\nLookahead is a new framework for routing in multi-LLM systems, deciding which model should handle each query.\n\nKey idea: Instead of routing based only on the input query, Lookahead predicts latent representations of potential responses, giving it a “peek” into what each model would say without fully generating text.\n\nSmarter decisions: This response-aware prediction makes routing more context-sensitive and accurate, especially for open-ended or preference-driven tasks.\n\nEfficient learning: It’s highly data-efficient, reaching full performance with only 16% of training data compared to baselines, and learns better semantic representations for routing.\n\nDual design: Works with both causal and masked LM variants, generalizing across multiple architectures.\n\nPerformance: Outperforms state-of-the-art routing methods across seven benchmarks, with the biggest gains in nuanced, creative tasks.\n\nLookahead shows that adding lightweight generative foresight can make multi-model systems more adaptive and cost-efficient without needing full model inference.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364255564935339","view_count":13294,"bookmark_count":114,"created_at":1761229025000,"favorite_count":152,"quote_count":4,"reply_count":8,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"Builds an OS agent for long-horizon tasks.\n\nUses step-wise RL and self-evolve training to enable the agent to carry out long-horizon interactions.\n\nInstead of one big model doing everything, it uses multiple cooperating agents. One for memory and context, one for breaking down complex tasks, and another to check and fix mistakes along the way.\n\nThis is another great example of deep agents to personalize user-agent interactions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,10],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2178012643","name":"Balaji","screen_name":"balajis","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"balajis","lang":"qme","retweeted":false,"fact_check":null,"id":"1981348724157681903","view_count":527,"bookmark_count":0,"created_at":1761225322000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981343012010799545","full_text":"@balajis 🚀","in_reply_to_user_id_str":"2178012643","in_reply_to_status_id_str":"1981343012010799545","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,91],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","quoted_status_id_str":"1981373662524821996","quoted_status_permalink":{"url":"https://t.co/Rz4pIlMnvJ","expanded":"https://twitter.com/omarsar0/status/1981373662524821996","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1981433340801798335","view_count":8433,"bookmark_count":4,"created_at":1761245496000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1981432799212249119","full_text":"@OpenAI I have given up on Projects. It used to work so well and not sure what has changed:","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1981432799212249119","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.19386","expanded_url":"https://arxiv.org/abs/2510.19386","url":"https://t.co/FAqW4vi39w","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364268147888248","view_count":2746,"bookmark_count":6,"created_at":1761229028000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"https://t.co/FAqW4vi39w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981364255564935339","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":39,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981798842866557281","view_count":56677,"bookmark_count":291,"created_at":1761332638000,"favorite_count":270,"quote_count":4,"reply_count":23,"retweet_count":23,"user_id_str":"3448284313","conversation_id_str":"1981798842866557281","full_text":"On Skills vs. Subagents\n\nBeen using Skills extensively for the past couple of days.\n\nBut like many other Claude Code users, I've been thinking about the difference between subagents and Skills. \n\nSubagents are useful for handing off subtasks (i.e., separation of concerns) from the main task (e.g., deep research with a planner). \n\nAnd skills are about loading context efficiently with a neat tiered system. \n\nSubagents can also leverage Skills.\n\nAnd I sometimes also use custom commands to orchestrate more complex scenarios. They are all useful features to have. \n\nWho knows? This will probably change again or will be unified into one efficient approach in the near future. \n\nBut one is clear today: planning, orchestrating, and context management are all useful patterns for current LLM-based agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,168],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1981793327956865504","view_count":60156,"bookmark_count":829,"created_at":1761331323000,"favorite_count":624,"quote_count":6,"reply_count":16,"retweet_count":120,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"Fundamentals of Building Autonomous LLM Agents\n\nGreat overview of LLM-based agents.\n\nGreat if you are just getting started with AI agents.\n\nThis covers the basics good. https://t.co/zqWYNKvc4i","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,52],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"221658618","name":"Geoffrey Litt","screen_name":"geoffreylitt","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"geoffreylitt","lang":"en","retweeted":false,"fact_check":null,"id":"1981731826990293142","view_count":671,"bookmark_count":0,"created_at":1761316661000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981720163968749736","full_text":"@geoffreylitt Good take. Roughly how I use AI today.","in_reply_to_user_id_str":"221658618","in_reply_to_status_id_str":"1981720163968749736","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.09244","expanded_url":"https://arxiv.org/abs/2510.09244","url":"https://t.co/BqxCInKwfM","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981793340158034389","view_count":5806,"bookmark_count":60,"created_at":1761331326000,"favorite_count":34,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"https://t.co/BqxCInKwfM","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981793327956865504","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":17,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,133],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1982463725589168152","view_count":13170,"bookmark_count":45,"created_at":1761491159000,"favorite_count":139,"quote_count":3,"reply_count":17,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1982463725589168152","full_text":"Curious how Kimi CLI will stack up against Claude Code and the like. \n\nI think there is a lot of room for innovation with CLI agents. https://t.co/h6lRvpVbXL","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":60,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983175377393479759","view_count":18485,"bookmark_count":56,"created_at":1761660830000,"favorite_count":132,"quote_count":6,"reply_count":26,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"Damn it! Now it’s hard to think of building AI agents without access to the filesystem and agentic search.\n\nClaude Code has spoiled me.\n\nBut my agents are so darn better with bash, glob, grep, files, skills, and the like. \n\nMemory, context engineering, evals, etc — all better.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180523473354906","view_count":44828,"bookmark_count":401,"created_at":1761662057000,"favorite_count":391,"quote_count":2,"reply_count":23,"retweet_count":61,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"Microsoft's open-source game is on 🔥!\n\nThey release Agent Lightning to help optimize multi-agent systems.\n\nIt works with popular agent frameworks. Barely any code change needed.\n\nIntegrates algos like RL, Automatic Prompt Optimization, Supervised Fine-tuning, and more. https://t.co/6dbmVQeLYU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983195339382501476","quoted_status_permalink":{"url":"https://t.co/TfSChnt80H","expanded":"https://twitter.com/taranjeetio/status/1983195339382501476","display":"x.com/taranjeetio/st…"},"retweeted":false,"fact_check":null,"id":"1983200901402927115","view_count":16522,"bookmark_count":58,"created_at":1761666915000,"favorite_count":128,"quote_count":0,"reply_count":10,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1983200901402927115","full_text":"Memory for AI agents is a bigger deal than it looks.\n\nHuge congrats to the Mem0 team on their Series A.\n\nI've been building with mem0 for the past couple of months. It's clear this team is building some impressive stuff.\n\nCheck them out if you are an AI dev building agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1882380791751303168","name":"arti","screen_name":"claudeusmaximus","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"claudeusmaximus","lang":"en","retweeted":false,"fact_check":null,"id":"1983186700810760214","view_count":197,"bookmark_count":0,"created_at":1761663529000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@claudeusmaximus i wouldn't throw away vector dbs just yet -- there is a world where both and even emerging search tools exist","in_reply_to_user_id_str":"1882380791751303168","in_reply_to_status_id_str":"1983181568207401040","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1983186373881561446","view_count":170,"bookmark_count":0,"created_at":1761663452000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@iamrobotbear yeah, that would be great","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1983185724716528105","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1534421484546174976","name":"Taranjeet","screen_name":"taranjeetio","indices":[0,12]},{"id_str":"1670746017828859904","name":"mem0","screen_name":"mem0ai","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"taranjeetio","lang":"en","retweeted":false,"fact_check":null,"id":"1983201017601896723","view_count":1255,"bookmark_count":0,"created_at":1761666943000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983195339382501476","full_text":"@taranjeetio @mem0ai Congrats!","in_reply_to_user_id_str":"1534421484546174976","in_reply_to_status_id_str":"1983195339382501476","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/microsoft/agen…","expanded_url":"https://github.com/microsoft/agent-lightning","url":"https://t.co/guN9Q93Uig","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180535943118949","view_count":3508,"bookmark_count":32,"created_at":1761662060000,"favorite_count":35,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"https://t.co/guN9Q93Uig","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983180523473354906","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":42,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983630211506958699","view_count":14776,"bookmark_count":6,"created_at":1761769271000,"favorite_count":38,"quote_count":3,"reply_count":12,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983630211506958699","full_text":"What happened to AGI?\n\nI don't see anyone mentioning it on my timeline anymore. \n\nApparently, it's now ASI. :)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983637226996298210","view_count":28999,"bookmark_count":172,"created_at":1761770943000,"favorite_count":178,"quote_count":0,"reply_count":18,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1983637226996298210","full_text":"There is so much value in data for training/tuning LLM agents.\n\nBut there aren't too many good public ones.\n\nIf you do find a good one, it's not in a standard format, and tools vary.\n\nAgent Data Protocol attempts to solve this by unifying datasets for fine-tuning LLM agents. https://t.co/pzSkHzoNlT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.24699","expanded_url":"https://arxiv.org/abs/2510.24699","url":"https://t.co/Vqy0hRwKOR","indices":[1530,1553]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983646041850495140","view_count":25802,"bookmark_count":387,"created_at":1761773045000,"favorite_count":343,"quote_count":3,"reply_count":11,"retweet_count":51,"user_id_str":"3448284313","conversation_id_str":"1983646041850495140","full_text":"This is actually a clever context engineering technique for web agents.\n\nIt's called AgentFold, an agent that acts as a self-aware knowledge manager.\n\nIt treats context as a dynamic cognitive workspace by folding information at different scales:\n\n- Light folding: Compressing small details while keeping the important stuff\n\n- Deep folding: Combining multiple steps or tasks into a simplified summary\n\nMore of my notes:\n\n1) Solving context saturation – Traditional ReAct-based web agents accumulate noisy histories, causing context overload, while fixed summarization methods risk irreversible information loss. AgentFold introduces a dynamic folding paradigm that balances detail preservation with efficient compression.\n\n2) Proactive context management – Rather than passively logging history, AgentFold actively manages its workspace through multi-scale folding operations, adapting to task complexity and information density in real-time.\n\n3) Impressive efficiency – AgentFold-30B achieves 36.2% on BrowseComp and 47.3% on BrowseComp-ZH, outperforming dramatically larger open-source models like DeepSeek-V3.1-671B and surpassing proprietary agents like OpenAI's o4-mini.\n\n4) Simple training approach – Achieved through SFT without requiring continual pre-training or RL, making it more accessible for AI practitioners.\n\n5) Significant resource advantage – Achieves competitive performance with 30B parameters versus competitors using 671B+ parameters. Major efficiency gains for web agent development and deployment.\n\nPaper: https://t.co/Vqy0hRwKOR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,94],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2309105822","name":"Eric Jang","screen_name":"ericjang11","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"ericjang11","lang":"en","retweeted":false,"fact_check":null,"id":"1983341537150054546","view_count":614,"bookmark_count":0,"created_at":1761700445000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983257382739390820","full_text":"@ericjang11 So cool to see your years of work come to life like this. What an exciting future.","in_reply_to_user_id_str":"2309105822","in_reply_to_status_id_str":"1983257382739390820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983558992141189401","view_count":3,"bookmark_count":0,"created_at":1761752291000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician in what sense?","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983557629315068111","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"240008974","name":"Greg Kamradt","screen_name":"GregKamradt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"GregKamradt","lang":"en","retweeted":false,"fact_check":null,"id":"1983557531348988200","view_count":124,"bookmark_count":1,"created_at":1761751942000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983186681240174791","full_text":"@GregKamradt I used to do this a lot but now I just switch to plan mode when I don’t want code to be written. And then switch back to auto edits or manually approved edits depending on complexity of task. Shift + Tab does it for me.","in_reply_to_user_id_str":"240008974","in_reply_to_status_id_str":"1983186681240174791","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,18],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1495078042498002950","name":"finbarr","screen_name":"finbarrtimbers","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"finbarrtimbers","lang":"qme","retweeted":false,"fact_check":null,"id":"1983523296873214152","view_count":417,"bookmark_count":0,"created_at":1761743780000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983272290520576182","full_text":"@finbarrtimbers ❤️","in_reply_to_user_id_str":"1495078042498002950","in_reply_to_status_id_str":"1983272290520576182","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983560946405589395","view_count":4,"bookmark_count":0,"created_at":1761752757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician Not sure how others use Claude Code, but I am using both MCP and Skills in all my workflows.","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983559552910966963","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":51,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892163990843692","view_count":21556,"bookmark_count":239,"created_at":1761831725000,"favorite_count":294,"quote_count":5,"reply_count":11,"retweet_count":54,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Graph-based Agent Planning\n\nIt lets AI agents run multiple tools in parallel to accelerate task completion.\n\nUses graphs to map tool dependencies + RL to learn the best execution order.\n\nRL also helps with scheduling strategies and planning.\n\nMajor speedup for complex tasks. https://t.co/3w5rluxJfm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983662836896448756","quoted_status_permalink":{"url":"https://t.co/fHpZcgxjzl","expanded":"https://twitter.com/cognition/status/1983662836896448756","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1983892272492978178","view_count":7503,"bookmark_count":12,"created_at":1761831751000,"favorite_count":30,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983892272492978178","full_text":"It's pretty exciting to see how fast agentic models are getting. \n\nBesides improved reliability, speed is a must for coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915573215162873","view_count":41421,"bookmark_count":142,"created_at":1761837306000,"favorite_count":320,"quote_count":3,"reply_count":21,"retweet_count":34,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🚀 MiniMax-M2 is the new top-tier open model for agentic workflows and advanced coding.\n\n• #1 Open-source Model & #4 Intelligence (Artificial Analysis)\n• 200k context window (128K max output tokens)\n• ~100 TPS throughput\n• 8% Claude Sonnet price, ~2x faster\n\nMore details: https://t.co/75bNpTJmY4","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983963939646881854","quoted_status_permalink":{"url":"https://t.co/BylacwdRYN","expanded":"https://twitter.com/claudeai/status/1983963939646881854","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1983976239531761888","view_count":38493,"bookmark_count":253,"created_at":1761851770000,"favorite_count":219,"quote_count":1,"reply_count":6,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"This has been one of the most epic uses of Skills.\n\nBuilding, testing, and optimizing MCP tools.\n\nA few of my MCP tools are agent-powered, so I ended up generalizing the skill to optimize agents and context.\n\nWriting, evals, data analysis, most of it moved to Claude Code now. 🚀","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983916779660362154","view_count":3130,"bookmark_count":2,"created_at":1761837594000,"favorite_count":11,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Personally, it's very exciting to see open efforts for models that do well for agentic workflows. \n\nLet me know if you would like to see a guide on this and how I have started to use it for AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915652764332401","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983979069432852744","view_count":3251,"bookmark_count":6,"created_at":1761852445000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983976239531761888","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915592055968239","view_count":1086,"bookmark_count":4,"created_at":1761837311000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🐙 Engineered for Agents & Code\n\n• M2 excels in math, science, and code.\n• #1 Open-source Model & #4 Intelligence (by Artificial Analysis & LMArena)\n• Crushes SWE-Bench + Terminal-Bench.\n• Comparable to top proprietary models in BrowseComp.\n\nPowered by MiniMax’s CISPO scaling algorithm, the technique is highlighted in Meta’s \"Art of Scaling RL Compute.\"","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915573215162873","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,189],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915607608455540","view_count":525,"bookmark_count":2,"created_at":1761837314000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"1️⃣ #1 on OpenRouter's Top Today Chart!\n\nJust a few days after release, it's trending to be the top open-source model in terms of token usage in OpenRouter.\n\nIt's taking off really quickly. https://t.co/MIa57aZyLd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915592055968239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915623181894127","view_count":459,"bookmark_count":1,"created_at":1761837318000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"👨💻 Agentic Intelligence, Simplified\n\nSupports full dev cycles: multi-file edits → run → debug → auto-fix.\n\nM2 enables developers to transition seamlessly from the shell to the browser to MCP tools. Great for agents & long-horizon tasks.\n\nM2 plans, executes, retrieves, and self-corrects autonomously.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915607608455540","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/MiniMax-AI/Min…","expanded_url":"https://github.com/MiniMax-AI/MiniMax-M2","url":"https://t.co/cBgswjsHzG","indices":[250,273]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915635655766483","view_count":977,"bookmark_count":4,"created_at":1761837321000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🧠 Built for Efficiency & Accuracy\n\nBuilt for multi-hop, retrieval-heavy reasoning.\n\nM2 also shows that activation size matters.\n\nIt uses 10B activations, which leads to more responsive agent loops + better unit economics.\n\nMore info in the repo: https://t.co/cBgswjsHzG","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915623181894127","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,250],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/elvism2","expanded_url":"https://bit.ly/elvism2","url":"https://t.co/i0r1R48XXb","indices":[107,130]},{"display_url":"platform.minimax.io/docs/guides/te…","expanded_url":"https://platform.minimax.io/docs/guides/text-generation","url":"https://t.co/YdCOkaAbo2","indices":[138,161]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915652764332401","view_count":3905,"bookmark_count":12,"created_at":1761837325000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Free for all devs, globally via MiniMax Agent and APIs for a limited time.\n\nTry it:\n🔹 MiniMax Agent (Web): https://t.co/i0r1R48XXb\n🔹 API: https://t.co/YdCOkaAbo2\n\nAlso live across Claude Code, Cursor, Cline, Roo Code, Grok CLI, Gemini CLI & more. https://t.co/chVipM5l6O","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915635655766483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,180],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1983976239531761888","url":"https://t.co/O5K64wV3Sg","indices":[157,180]}],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1983976239531761888","quoted_status_permalink":{"url":"https://t.co/O5K64wV3Sg","expanded":"https://x.com/omarsar0/status/1983976239531761888","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1983977067374113202","view_count":1536,"bookmark_count":9,"created_at":1761851968000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983961480254083225","full_text":"@trq212 Actually, the easiest might be Claude Code + Skills. ;)\n\nSkills have allowed me to better package best practices into how I build agentic systems. \n\nhttps://t.co/O5K64wV3Sg","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1983961480254083225","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.25320","expanded_url":"https://arxiv.org/abs/2510.25320","url":"https://t.co/1Zv2ziLTDV","indices":[7,30]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892176892522642","view_count":3223,"bookmark_count":17,"created_at":1761831728000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Paper: https://t.co/1Zv2ziLTDV","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983892163990843692","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","retweeted":false,"fact_check":null,"id":"1983979175020003663","view_count":1234,"bookmark_count":2,"created_at":1761852470000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983963930356752820","full_text":"Thanks for the feature. I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1983963941199102450","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":65,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983556187632365712","quoted_status_permalink":{"url":"https://t.co/Q5cfxJfnTr","expanded":"https://twitter.com/zeeg/status/1983556187632365712","display":"x.com/zeeg/status/19…"},"retweeted":false,"fact_check":null,"id":"1984069751518515644","view_count":12338,"bookmark_count":19,"created_at":1761874065000,"favorite_count":48,"quote_count":0,"reply_count":6,"retweet_count":6,"user_id_str":"3448284313","conversation_id_str":"1984069751518515644","full_text":"The “MCP is dead” camp is just as clueless as the “RAG is dead” camp.\n\nThey have absolutely no clue what they are talking about.\n\nJust watch what happens in the next couple of weeks in this timeline.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984235423707844958","view_count":37257,"bookmark_count":179,"created_at":1761913564000,"favorite_count":141,"quote_count":0,"reply_count":11,"retweet_count":14,"user_id_str":"3448284313","conversation_id_str":"1984235423707844958","full_text":"Excited to announce our academy's first cohort-based course, Building Effective AI Agents.\n\nThis is the one solution that teaches, end-to-end, how to build, evaluate, and deploy AI agents.\n\nFor 1 month, you'll build with cutting-edge techniques like memory and deep agents. https://t.co/WSHrGS0mnU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984248563711586493","view_count":40089,"bookmark_count":263,"created_at":1761916697000,"favorite_count":442,"quote_count":2,"reply_count":40,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"The more I use Claude Code, the more it makes me believe that I can build whatever I want.\n\nIt coded this little feature flawlessly in one shot.\n\nIt's a luxury feature (I haven't had the time to implement it) that lots of people have been asking for our guides. \n\nShipping soon! https://t.co/qISPApi7lS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1984251183331262739","quoted_status_permalink":{"url":"https://t.co/McUYOwPQJa","expanded":"https://twitter.com/dair_ai/status/1984251183331262739","display":"x.com/dair_ai/status…"},"retweeted":false,"fact_check":null,"id":"1984253171334893809","view_count":7641,"bookmark_count":13,"created_at":1761917796000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984253171334893809","full_text":"One of the many AI-powered tools we are providing to our academy subs. \n\nIt's in beta, but I believe it's already extremely useful to students navigating technical AI courses. \n\nIt can even translate, which is a super boost for some of our learners.\n\nStay tuned for more!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863959670169501696","name":"Kimi.ai","screen_name":"Kimi_Moonshot","indices":[0,14]},{"id_str":"1471128655699062784","name":"Zed","screen_name":"zeddotdev","indices":[15,25]}]},"favorited":false,"in_reply_to_screen_name":"Kimi_Moonshot","lang":"en","retweeted":false,"fact_check":null,"id":"1984251629026308362","view_count":1722,"bookmark_count":0,"created_at":1761917428000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984207733177090274","full_text":"@Kimi_Moonshot @zeddotdev Huge! Congrats, team.","in_reply_to_user_id_str":"1863959670169501696","in_reply_to_status_id_str":"1984207733177090274","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,103],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38821351","name":"Klaas","screen_name":"forgebitz","indices":[0,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}]},"favorited":false,"in_reply_to_screen_name":"forgebitz","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984237838779703623","view_count":1164,"bookmark_count":4,"created_at":1761914140000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984214576033100048","full_text":"@forgebitz Interesting idea. I was thinking of the same lately after seeing this in the Anthropic docs: https://t.co/gAARQYnsOO","in_reply_to_user_id_str":"38821351","in_reply_to_status_id_str":"1984214576033100048","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,204],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","retweeted":false,"fact_check":null,"id":"1984304979671224702","view_count":5995,"bookmark_count":2,"created_at":1761930148000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984304194837528864","full_text":"@OpenAI I really wish Atlas would improve on more advanced browser operations. It can click buttons and do regular browsing, but it gets stuck quite often when it's adding, formatting, or creating things.","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1984304194837528864","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"promptingguide.ai/agents/deep-ag…","expanded_url":"https://www.promptingguide.ai/agents/deep-agents","url":"https://t.co/EP15vqHmOL","indices":[108,131]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984280472365760852","view_count":6547,"bookmark_count":14,"created_at":1761924305000,"favorite_count":19,"quote_count":0,"reply_count":4,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"This is roughly how it would work. You can click on copy markdown or send the guide to ChatGPT or Claude. \n\nhttps://t.co/EP15vqHmOL https://t.co/hUXeh130Du","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984248563711586493","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1984281498057687053","view_count":3350,"bookmark_count":3,"created_at":1761924549000,"favorite_count":11,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"I am pushing out lots of improvements to the guide, including new advanced guides, in the coming weeks. \n\nClaude Code has been instrumental in maintaining this open-source project.\n\nI feel like I can now ship all the luxury features I had in mind for the guide. More soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984280472365760852","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","retweeted":false,"fact_check":null,"id":"1984281863679328336","view_count":504,"bookmark_count":0,"created_at":1761924637000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"@theideogenesis I have been trying it for the past couple of weeks, but it just doesn't stick for some reason.","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1984281595214492083","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":32,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984641893519839271","view_count":81503,"bookmark_count":449,"created_at":1762010474000,"favorite_count":505,"quote_count":3,"reply_count":32,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"Simplicity is at the heart of great software.\n\nThis is one of the reasons why Claude Code has been sticky for me.\n\nAs a builder, I love planning and brainstorming, and this is now a key focus of Claude Code.\n\nI use Shift + Tab a lot to cycle between brainstorming, planning, and execution.\n\nThis functionality provides the appropriate interface for me to either be very involved or less involved as I please.\n\nThis works particularly well when building out new and complex features or entire new projects.\n\nThis saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that.\n\nI have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed.\n\nVibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1984647765377307081","view_count":923,"bookmark_count":0,"created_at":1762011874000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984645815361814672","full_text":"@OfficialLoganK 💯 vibe coding removes so many barriers","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1984645815361814672","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,80],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1899832852910624768","name":"CrazyAI Tech","screen_name":"CrazyAITech","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"CrazyAITech","lang":"en","retweeted":false,"fact_check":null,"id":"1984645346706747549","view_count":1624,"bookmark_count":1,"created_at":1762011298000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@CrazyAITech there is a good reason why i use it inside the IDE but yeah i agree","in_reply_to_user_id_str":"1899832852910624768","in_reply_to_status_id_str":"1984644313788133486","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1727823147045388288","name":"TrevorPillows","screen_name":"TrevorPillowsSa","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"TrevorPillowsSa","lang":"en","retweeted":false,"fact_check":null,"id":"1984648134706774371","view_count":79,"bookmark_count":0,"created_at":1762011962000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@TrevorPillowsSa it's not only bugs... it's design taste, architecture decisions, and other important decisions","in_reply_to_user_id_str":"1727823147045388288","in_reply_to_status_id_str":"1984647392453673433","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":21,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985022450606714899","view_count":36665,"bookmark_count":107,"created_at":1762101206000,"favorite_count":127,"quote_count":1,"reply_count":19,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Proactive agents are going to fundamentally change how we interact with software.\n\nTraditional software and UI/UX are about to get a major upgrade.\n\nProactive agents will eliminate broken interfaces.\n\nWe know really well that the way we interact with computers and devices today is broken (including mobile phones), and I believe we might finally be able to fix that.\n\nProactive agents will carry out an insane amount of work for you, and the way we provide them feedback and assess outputs cannot be supported by current interfaces.\n\nCurrent interfaces limit proactive agents.\n\nWe need to reassess how we interact with software, hardware, and digital information. There is a lot of work to do on the research and engineering front. First-principles thinking will thrive here.\n\nThe change is coming whether you like it or not.\n\nI can't wait for the day when I don't have to waste time looking or chatting for information in a million tabs in my browser.\n\nMost of my work already happens in Claude Code. From writing, to evals, to data analysis, to deep research, all the way to coding entire apps and building new experiences for our communities. Coding agents also scale nicely with parallelizing tasks. But that's touching the surface. I believe it's a glimpse of the future that's coming. A new form factor could emerge, too.\n\nI also like using ChatGPT Pulse daily, which is basically a proactive AI looking for what it thinks I will enjoy reading. Not only that, it is also shaping my health habits and how to improve as a person.\n\nProactive agents will be able to work 24 hours a day (all year round), which means more can get done in shorter timelines, leading to significant boosts in productivity across the board.\n\nI know for many, this will feel like a very optimistic view. I, too, will acknowledge the limitations of LLM-based agents. But I am already building personalized proactive agents for the future, and even with its current limitations, it's already enabling and accelerating my impact through various efforts in open-source, consulting, science, and education. I feel like we have built a good foundation to accelerate how much positive impact we can bring to our customers and communities.\n\nThe most exciting change I am witnessing in my life is the balance that this technology brings. I can finally build relentlessly (with AI assistants), take care of my health (and those of my loved ones), and explore new passions. Proactive agents will only accelerate this further.\n\nLots of changes, socially, economically, culturally, and philosophically, will happen. Still thinking deeply about how this changes the way we accelerate humanity. \n\nFeel free to disagree/agree with me. I would love to genuinely hear how others are thinking of a future with abundant AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"GoogleAIStudio","lang":"en","retweeted":false,"fact_check":null,"id":"1985095499926360108","view_count":1428,"bookmark_count":0,"created_at":1762118623000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985095028612698534","full_text":"@GoogleAIStudio Great addition. Thank you!","in_reply_to_user_id_str":"1742923424056713217","in_reply_to_status_id_str":"1985095028612698534","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,286],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3284645496","name":"Md. Mehedi Hasan Rakib","screen_name":"mehedi_u","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"mehedi_u","lang":"en","retweeted":false,"fact_check":null,"id":"1985028498180710883","view_count":282,"bookmark_count":0,"created_at":1762102648000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Great question. That's why I initially started this note on interfaces. I think that's where a lot of innovation needs to happen. I suspect new form factors or changing fundamentally how we interact with AI/software. On the agency part, I think that's where personalization or true understanding of our individual experiences will come into play. I don't think AI is there today. Lots to think about here, but just sharing quick thoughts.","in_reply_to_user_id_str":"3284645496","in_reply_to_status_id_str":"1985027377013961156","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1985023375563981297","view_count":173,"bookmark_count":0,"created_at":1762101427000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@SrinivasValekar One of the areas I am spending a lot of time on recently. So much we can build here.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1985023080251695430","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"102288215","name":"Swayson","screen_name":"Swayson","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Swayson","lang":"en","retweeted":false,"fact_check":null,"id":"1985024481581023458","view_count":123,"bookmark_count":0,"created_at":1762101691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@Swayson I can admit there were issues early on but this has improved with better interfaces and workflows.","in_reply_to_user_id_str":"102288215","in_reply_to_status_id_str":"1985024027010998610","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,185],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4697265492","name":"Ak afridi","screen_name":"afridi_aka1","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"afridi_aka1","lang":"en","retweeted":false,"fact_check":null,"id":"1985029233710678035","view_count":72,"bookmark_count":0,"created_at":1762102824000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@afridi_aka1 I like the mention of intuity here. So much progress on personalization needs to happen. And I think that's the area that we, as a field, have not been able to crack (yet).","in_reply_to_user_id_str":"4697265492","in_reply_to_status_id_str":"1985028663050375633","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,195],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"346640777","name":"Matt Pocock","screen_name":"mattpocockuk","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mattpocockuk","lang":"en","retweeted":false,"fact_check":null,"id":"1985025447625896143","view_count":2925,"bookmark_count":2,"created_at":1762101921000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984971345839439880","full_text":"@mattpocockuk Windsurf takes the crown for me. Haven't had the need to change it since I installed it. I know their team has worked really hard on the tab to complete, and they keep improving it.","in_reply_to_user_id_str":"346640777","in_reply_to_status_id_str":"1984971345839439880","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":40,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348779193860414","view_count":31167,"bookmark_count":168,"created_at":1762179009000,"favorite_count":150,"quote_count":2,"reply_count":13,"retweet_count":22,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Long-term memory doesn't have to suck!\n\nHere is the problem: even LLMs with 1M token windows struggle substantially as dialogues lengthen.\n\nRaw context capacity alone is insufficient for effective long-term conversational memory.\n\nOn the other hand, hybrid memory approaches work really well on AI agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985358804469284945","view_count":6743,"bookmark_count":10,"created_at":1762181399000,"favorite_count":51,"quote_count":1,"reply_count":7,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985358804469284945","full_text":"Vibe coding is cute, but pair it with intentional development cycles, and watch how far you can take a project with coding agents today.\n\nLearn to code and vibe code. You won't regret it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985353551984427435","view_count":11085,"bookmark_count":75,"created_at":1762180147000,"favorite_count":92,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985353551984427435","full_text":"Cool project showcasing the use of multi-agent systems for scientific research. https://t.co/zTBaYYbrcd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985383441953923221","quoted_status_permalink":{"url":"https://t.co/afIj7eO4Ef","expanded":"https://twitter.com/garrytan/status/1985383441953923221","display":"x.com/garrytan/statu…"},"retweeted":false,"fact_check":null,"id":"1985406276986098174","view_count":22025,"bookmark_count":62,"created_at":1762192718000,"favorite_count":84,"quote_count":1,"reply_count":14,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985406276986098174","full_text":"Mostly agree with this. \n\n\"Write evals\" sounds scary to most people, but it's a stand-out skill for AI agent builders today.\n\nFrom building datasets to verification to understanding how to connect metrics to business value.\n\nEvals are now a requirement in our academy.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348795098673594","view_count":781,"bookmark_count":14,"created_at":1762179013000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"This paper proposes LIGHT, a cognitive-inspired framework that equips LLMs with three complementary memory systems.\n\n(Paper in the last tweet)\n\n- 1) episodic memory - a vector database storing key-value pairs and summaries of dialogue turns for retrieval,\n- 2) working memory - the most recent dialogue pairs, and\n- 3) a scratchpad - an iteratively compressed semantic layer that accumulates salient facts, user instructions, and temporal anchors after each turn.\n\nAt inference time, the LLM generates responses by conditioning on retrieved episodic content, working memory context, and filtered scratchpad entries relevant to the query.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348779193860414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985348807849300249","view_count":2947,"bookmark_count":1,"created_at":1762179016000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Key Results/Insights:\n\nLIGHT consistently outperforms both long-context LLMs and RAG baselines across all conversation lengths, with improvements growing as context increases: +49-60% at 100K-1M tokens, and dramatic +107-156% gains at 10M tokens where no model natively supports full context.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348795098673594","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.27246","expanded_url":"https://arxiv.org/abs/2510.27246","url":"https://t.co/wR2fwdzVoJ","indices":[421,444]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348825197039718","view_count":2942,"bookmark_count":4,"created_at":1762179020000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"The framework shows the largest relative improvements in tasks requiring long-range reasoning: summarization (+160.6%), multi-hop reasoning (+27.2%), and preference following (+76.5%).\n\nAblation studies reveal that all components become increasingly essential as context grows. At 10M tokens, removing any single component causes significant performance drops (retrieval -8.5%, scratchpad -3.7%, noise filtering -8.3%).\n\nhttps://t.co/wR2fwdzVoJ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348807849300249","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"12963432","name":"Armin Ronacher ⇌","screen_name":"mitsuhiko","indices":[0,10]},{"id_str":"1901022787164401666","name":"Amp","screen_name":"AmpCode","indices":[11,19]}]},"favorited":false,"in_reply_to_screen_name":"mitsuhiko","lang":"en","retweeted":false,"fact_check":null,"id":"1985380447614894151","view_count":993,"bookmark_count":0,"created_at":1762186559000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985338965516247395","full_text":"I find this puzzling as well. Like, there are so many ways to use coding agents, and there are even free ones too. \n\nI use coding agents (paid ones) for my side projects, as it also provides a good test bed to gain experience on where to improve my workflows and pushes me to figure out how to ship things faster.","in_reply_to_user_id_str":"12963432","in_reply_to_status_id_str":"1985338965516247395","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":42,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985745152204554720","view_count":18124,"bookmark_count":215,"created_at":1762273512000,"favorite_count":216,"quote_count":3,"reply_count":12,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1985745152204554720","full_text":"Tools-to-Agent Retrieval\n\nThis work presents a unified vector space embedding of both tools and agents with metadata links.\n\nEnables fine-grained tool-level and agent retrieval.\n\nIt's a great context engineering approach in that it retrieves at both the tool and agent levels using a joint index, returning whichever better matches the query.\n\nIt preserves fine-grained tool details while keeping the agent context intact, avoiding the information loss from collapsing many tools into coarse descriptions.\n\nThis is useful for scaling tools and multi-agent systems.\n\nHuge improvements on LiveMCPBench.\n\nPaper: arxiv. org/abs/2511.01854","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747392558481584","view_count":114,"bookmark_count":4,"created_at":1762274046000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747392558481584","full_text":"Context Engineering 2.0\n\nThis reports discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747789796483109","view_count":79242,"bookmark_count":865,"created_at":1762274141000,"favorite_count":744,"quote_count":9,"reply_count":30,"retweet_count":147,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"Context Engineering 2.0\n\nThis report discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities, so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"974757274206978049","name":"cat","screen_name":"_catwu","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"_catwu","lang":"en","retweeted":false,"fact_check":null,"id":"1985763059403473162","view_count":227,"bookmark_count":0,"created_at":1762277781000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985754411675930775","full_text":"@_catwu Nice. Thanks!","in_reply_to_user_id_str":"974757274206978049","in_reply_to_status_id_str":"1985754411675930775","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,61],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1962061010849697792","name":"Min Chon Chi","screen_name":"MinChonChiSF","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"MinChonChiSF","lang":"en","retweeted":false,"fact_check":null,"id":"1985756195013918736","view_count":1692,"bookmark_count":0,"created_at":1762276145000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"@MinChonChiSF Yeah, that's the part I like about this report.","in_reply_to_user_id_str":"1962061010849697792","in_reply_to_status_id_str":"1985755327250260413","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":69,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1986099467914023194","view_count":173591,"bookmark_count":2609,"created_at":1762357987000,"favorite_count":1520,"quote_count":11,"reply_count":55,"retweet_count":233,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"Anthropic just posted another banger guide.\n\nThis one is on building more efficient agents to handle more tools and efficient token usage.\n\nThis is a must-read for AI devs!\n\n(bookmark it)\n\nIt helps with three major issues in AI agent tool calling: token costs, latency, and tool composition.\n\nHow? It combines code executions with MCP, where it turns MCP servers into code APIs rather than direct tool calls.\n\nHere is all you need to know:\n\n1. Token Efficiency Problem: Loading all MCP tool definitions upfront and passing intermediate results through the context window creates massive token overhead, sometimes 150,000+ tokens for complex multi-tool workflows.\n\n2. Code-as-API Approach: Instead of direct tool calls, present MCP servers as code APIs (e.g., TypeScript modules) that agents can import and call programmatically, reducing the example workflow from 150k to 2k tokens (98.7% savings).\n\n3. Progressive Tool Discovery: Use filesystem exploration or search_tools functions to load only the tool definitions needed for the current task, rather than loading everything upfront into context. This solves so many context rot and token overload problems.\n\n4. In-Environment Data Processing: Filter, transform, and aggregate data within the code execution environment before passing results to the model. E.g., filter 10,000 spreadsheet rows down to 5 relevant ones.\n\n5. Better Control Flow: Implement loops, conditionals, and error handling with native code constructs rather than chaining individual tool calls through the agent, reducing latency and token consumption.\n\n6. Privacy: Sensitive data can flow through workflows without entering the model's context; only explicitly logged/returned values are visible, with optional automatic PII tokenization.\n\n7. State Persistence: Agents can save intermediate results to files and resume work later, enabling long-running tasks and incremental progress tracking.\n\n8. Reusable Skills: Agents can save working code as reusable functions (with SKILL .MD documentation), building a library of higher-level capabilities over time.\n\nThis approach is complex and it's not perfect, but it should enhance the efficiency and accuracy of your AI agents across the board.\n\nanthropic. com/engineering/code-execution-with-mcp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[136,146]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986118895108002012","view_count":11456,"bookmark_count":36,"created_at":1762362619000,"favorite_count":44,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Confidence is everything when building great software.\n\nLove how Yansu is approaching this.\n\nYansu is a new AI coding platform built by @isoformai for serious and complex software development.\n\nIt puts scenario simulation before coding.\n\nHere is the sauce: https://t.co/GSPmLAr09r","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1985755284527010167","quoted_status_permalink":{"url":"https://t.co/94DayvkGsO","expanded":"https://twitter.com/cognition/status/1985755284527010167","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1986078529641975809","view_count":10506,"bookmark_count":28,"created_at":1762352995000,"favorite_count":61,"quote_count":0,"reply_count":5,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986078529641975809","full_text":"Code understanding is a huge unlock for devs building with coding agents. \n\nWindsurf Codemaps is an exciting feature and a good example of what effective and automatic context engineering looks like.\n\nThis really has the potential to unleash 10x AI engineers. https://t.co/gRkHxdSMmx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2173922899","name":"Shubham Desale","screen_name":"Shubham_dd","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Shubham_dd","lang":"en","retweeted":false,"fact_check":null,"id":"1986140364860805600","view_count":5139,"bookmark_count":0,"created_at":1762367738000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@Shubham_dd Yeah I think I read that too.","in_reply_to_user_id_str":"2173922899","in_reply_to_status_id_str":"1986137343393472532","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"723459461751418880","name":"Adam Dittrich","screen_name":"AdamDittrichOne","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"AdamDittrichOne","lang":"en","retweeted":false,"fact_check":null,"id":"1986181460055728423","view_count":3585,"bookmark_count":0,"created_at":1762377536000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@AdamDittrichOne I am working on some new material to make all of these context engineering approaches and MCP building more accessible. More soon.","in_reply_to_user_id_str":"723459461751418880","in_reply_to_status_id_str":"1986157072690389145","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/491WwY7","expanded_url":"https://bit.ly/491WwY7","url":"https://t.co/tM2N0plpAc","indices":[250,273]}],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[49,59]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986119200822468838","view_count":3986,"bookmark_count":6,"created_at":1762362692000,"favorite_count":18,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Don't just take my word for it.\n\nWith Yansu, the @isoformai team is already helping mid-market enterprise clients cut time to value by 83%.\n\nIt has saved up to $100,000 per project.\n\nAnd even helped teams recover 3-6 months of revenue.\n\nTry it here: https://t.co/tM2N0plpAc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986119188600197486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":66,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439248745275577","view_count":50988,"bookmark_count":636,"created_at":1762438997000,"favorite_count":429,"quote_count":0,"reply_count":23,"retweet_count":48,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Building MCP tools for LLMs is a standout AI skill today.\n\nI just launched a short, hands-on lab to help everyone build their first MCP server and integrate it with AI tools like ChatGPT and Claude.\n\nAnyone (even non-technical people) will find the lab useful.\n\nWhat you will learn:\n\n- How to index your data into Pinecone (popular vector store)\n- Build an MCP server in n8n on top of the data source\n- Build and connect an agentic search tool that efficiently retrieves data from your Pinecone datasource\n- And connect and test your MCP server and tools inside ChatGPT and Claude\n\nLearn it once and scale it to your projects and any domain.\n\nCertificate of completion available!\n\nFull breakdown, dataset, n8n workflows, and prompts provided in the course. Link in the comments 👇","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986568278605521009","view_count":54689,"bookmark_count":381,"created_at":1762469760000,"favorite_count":391,"quote_count":4,"reply_count":35,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"Claude Code + Bash + Skills is all you need!\n\nJokes aside, after playing around with a couple of computer-using agents, I gave up on them. \n\nThey are heavily optimized for clicking on common buttons and interfaces (e.g., order delivery), but suck at actual creative work like writing, editing, formatting, etc.\n\nI decided to move those workflows to Claude Code + Skills. I wasn't so hopeful because, unlike other tasks, creative tasks benefit from visual cues, hence the strong urge to use computer-using agents. \n\nNight and day! \n\nTurns out Claude Code + bash + Skills is all I needed for the creative work I was trying to get done with computer-use agents for months. \n\nFor some of these creative workflows, it has helped to build small apps to establish visual awareness for both my and CC's context. I guess that's where vibe coding comes into play. \n\nMy Skills use cases continue to grow. I think it has the potential to remain for a very long time. \n\nClaude Code now supports about 80% of all my workflows (from vibe coding to writing to research). And I couldn't be happier and more productive.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEnZB0a","indices":[242,265]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986222200878215332","view_count":14725,"bookmark_count":47,"created_at":1762387249000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"MCP, when used correctly with AI agents, is extremely high-leverage. \n\nTo make MCP more approachable, I just launched our first course on the topic. \n\nAs the name implies, anyone can take and find this short course useful. Check it out here: https://t.co/yMwUEnZB0a","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986099467914023194","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1986222334504558940","view_count":9394,"bookmark_count":8,"created_at":1762387281000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"We are diving deep into MCP in the academy, and we have a huge lineup of content, courses, and tools to learn more advanced MCP design patterns, including the one posted by Anthropic.\n\nWe are just touching the surface of what's possible with MCP and how to leverage it in AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986222200878215332","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1986506193943044222","view_count":4167,"bookmark_count":2,"created_at":1762454958000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1986503927857033453","full_text":"@OfficialLoganK Oh nice! I have cool idea how for how to use this. This is exactly I was looking for today. Video tutorial dropping soon!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1986503927857033453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1986560488164237696","view_count":2413,"bookmark_count":0,"created_at":1762467903000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986503070734557568","full_text":"What a legend! Very fortunate to have crossed paths, even if it lasted a short time. \n\nWhen I think of PyTorch, I think of you.\nThat's how big your impact has been.\n\nI still remember meeting you at the first-ever PyTorch conference and asking for your thoughts on building more educational content around PyTorch. I didn't have the confidence and thought you would see it as a waste of time.\n\nIn fact, you approached me, which was kind of an amazing experience, given that I was just a beginner (foreign PhD student) and had not really gotten into the PyTorch/AI education in depth. That gave me a boost of confidence. \n\nAnd it also told me that PyTorch was a special community. Heck, I even wrote my entire thesis codebase on PyTorch and onboarded 100s of other students to use it, so thank you!\n\nThanks for all the dedication. Very inspiring. \nI am sure you will find something new that continues to keep you on the edge. 👏","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1986503070734557568","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEo08PI","indices":[18,41]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439260736811422","view_count":4097,"bookmark_count":37,"created_at":1762439000000,"favorite_count":22,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Get started here: https://t.co/yMwUEo08PI","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986439248745275577","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1177948663022325760","name":"Seth Hobson","screen_name":"TraderAegis","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"TraderAegis","lang":"en","retweeted":false,"fact_check":null,"id":"1986579464738738609","view_count":792,"bookmark_count":0,"created_at":1762472427000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"@TraderAegis I haven’t had the time to bundle things into plugins yet but will be exploring in the coming days.","in_reply_to_user_id_str":"1177948663022325760","in_reply_to_status_id_str":"1986573040432410957","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,88],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1725136792347688960","name":"Eddie Otudor","screen_name":"eddieabasi","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"eddieabasi","lang":"en","retweeted":false,"fact_check":null,"id":"1986428393169031448","view_count":1407,"bookmark_count":0,"created_at":1762436409000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@eddieabasi I don’t think so. I think it is a case of not engineering enough around MCP.","in_reply_to_user_id_str":"1725136792347688960","in_reply_to_status_id_str":"1986423755154071604","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":18,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986831275144138756","view_count":29348,"bookmark_count":312,"created_at":1762532464000,"favorite_count":327,"quote_count":5,"reply_count":18,"retweet_count":50,"user_id_str":"3448284313","conversation_id_str":"1986831275144138756","full_text":"Unlocking the Power of Multi-Agent LLM for Reasoning\n\nDesigning and optimizing multi-agent systems is important.\n\nThis paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.\n\nThey find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.\n\nThis is something that happens very often and that you might not want in your design.\n\nTo address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.\n\nExperiments show that this framework mitigates the lazy‐agent issue and improves performance.\n\nWhy you should care:\n\n1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.\n\n2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.\n\n3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.\n\n4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.\n\nPaper: arxiv. org/abs/2511.02303","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":39,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987167737639325886","view_count":163112,"bookmark_count":3358,"created_at":1762612683000,"favorite_count":1796,"quote_count":7,"reply_count":39,"retweet_count":251,"user_id_str":"3448284313","conversation_id_str":"1987167737639325886","full_text":"The most effective AI Agents are built on these core ideas.\n\nIt's what powers Claude Code.\n\nIt's referred to as the Claude Agent SDK Loop, which is an agent framework to build all kinds of AI agents.\n\n(bookmark it)\n\nThe loop involves three steps:\n\nGathering Context: Use subagents (parallelize them for task efficiency when possible), compact/maintain context, and leverage agentic/semantic search for retrieving relevant context for the AI agent. Hybrid search approaches work really well for domains like agentic coding.\n\nTaking Action: Leverage tools, prebuilt MCP servers, bash/scripts (Skills have made it a lot easier), and generate code to take action and retrieve important feedback/context for the AI agent. Turns out you can also enhance MCP and token usage through code execution and routing, similar to how LLM routing increases efficiency in AI Agents.\n\nVerifying Output: You can define rules to verify outputs, enable visual feedback (this becomes increasingly important in multimodal problems), and consider LLM-as-a-Judge to verify quality based on fuzzy rules. Some problems will require visual cues and other forms of input to perform well. Don't overcomplicate the workflow (eg, use computer-using agents when a simple Skill with clever scripts will do).\n\nThis is a clean, flexible, and solid framework for how to build and work with AI agents in all kinds of domains.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":86,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987536982776676651","view_count":226184,"bookmark_count":1287,"created_at":1762700718000,"favorite_count":1919,"quote_count":7,"reply_count":78,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"Kimi K2 Thinking is a bigger deal than I thought!\n\nI just ran a quick eval on a deep agent I built for customer support.\n\nIt's on par with GPT-5; no other LLM has reached this level of agentic, orchestration, and reasoning capabilities.\n\nHuge for agentic and reasoning tasks. https://t.co/tW3BYThgPf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/deep-a…","expanded_url":"https://dair-ai.thinkific.com/courses/deep-ai-agents","url":"https://t.co/uJYiLObMGc","indices":[124,147]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987565901407805710","view_count":8641,"bookmark_count":26,"created_at":1762707612000,"favorite_count":34,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I will be sharing more on model comparisons, insights, and results in my upcoming cohort for building effective AI Agents.\n\nhttps://t.co/uJYiLObMGc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987536982776676651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1987567082150547532","view_count":1077,"bookmark_count":1,"created_at":1762707894000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@SrinivasValekar this test was on a customer support agentic system, but i think the agent coding use case will be interesting too. on it","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1987539306987360651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,290],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"246702792","name":"Marko","screen_name":"markojak_","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"markojak_","lang":"en","retweeted":false,"fact_check":null,"id":"1987566536198848969","view_count":2799,"bookmark_count":0,"created_at":1762707764000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I think most of what we teach can be transferred easily into other frameworks. In my experience, when teaching this stuff, the framework shouldn't matter. I try to focus on the framework and systematic approach, as there are so many great frameworks out there. But I am currently working on the AI SDK and will start doing some live build sessions on it soon.","in_reply_to_user_id_str":"246702792","in_reply_to_status_id_str":"1987565408883196229","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1744438366811164673","name":"JK","screen_name":"_junaidkhalid1","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"_junaidkhalid1","lang":"en","retweeted":false,"fact_check":null,"id":"1987566609750253770","view_count":2598,"bookmark_count":1,"created_at":1762707781000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@_junaidkhalid1 evals, evals, evals","in_reply_to_user_id_str":"1744438366811164673","in_reply_to_status_id_str":"1987551740607308248","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823754079761522690","name":"AKHIL","screen_name":"Akhi_l__","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"Akhi_l__","lang":"en","retweeted":false,"fact_check":null,"id":"1987566777082012049","view_count":1107,"bookmark_count":0,"created_at":1762707821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@Akhi_l__ error was from another model","in_reply_to_user_id_str":"1823754079761522690","in_reply_to_status_id_str":"1987564515471630339","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1258411122203308035","name":"🐈qeel🍉","screen_name":"catqeel","indices":[0,8]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}]},"favorited":false,"in_reply_to_screen_name":"catqeel","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987576099325280621","view_count":1761,"bookmark_count":2,"created_at":1762710044000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I was actually doing that today. Not getting the same results, but I am not sure if these are comparable. \n\nI think the ability to perform 200-300 sequential tool calls (without human interference) might be contributing to the great results I am getting. Will dig further in the coming days.","in_reply_to_user_id_str":"1258411122203308035","in_reply_to_status_id_str":"1987573529886527629","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1748708055951568896","name":"devloper harsh","screen_name":"devloper_hs","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"devloper_hs","lang":"en","retweeted":false,"fact_check":null,"id":"1987570639579042125","view_count":1424,"bookmark_count":1,"created_at":1762708742000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@devloper_hs Was using the one from OpenRouter","in_reply_to_user_id_str":"1748708055951568896","in_reply_to_status_id_str":"1987569297192038856","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"10667972","name":"Rhys","screen_name":"RhysSullivan","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"RhysSullivan","lang":"en","retweeted":false,"fact_check":null,"id":"1987567893689839635","view_count":1001,"bookmark_count":0,"created_at":1762708087000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987448208277320003","full_text":"Looks cool. This reminds me of one of my favorite new additions to Claude Code - questions pop up to get clarifications during planning, where I often just select from the multiple choice options. On rare occasions, I need to ask it to do something different. I like the interface a lot.","in_reply_to_user_id_str":"10667972","in_reply_to_status_id_str":"1987448208277320003","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":109,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987900645031252298","view_count":48850,"bookmark_count":324,"created_at":1762787421000,"favorite_count":261,"quote_count":1,"reply_count":28,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"This is a wild use case!\n\nI used Gamma + n8n to automatically generate a complete presentation on AI Agents research.\n\nIn just minutes!\n\nIt combines web search (for research), GPT-5 (narrative), and Gamma (for slide content generation).\n\nFull workflow breakdown below 👇 https://t.co/4J9zM8tpuA","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987536982776676651","quoted_status_permalink":{"url":"https://t.co/QFXmcoq6Z2","expanded":"https://twitter.com/omarsar0/status/1987536982776676651","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987912692099682399","view_count":32080,"bookmark_count":169,"created_at":1762790294000,"favorite_count":330,"quote_count":0,"reply_count":26,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1987912692099682399","full_text":"It turns out that Kimi K2 Thinking is also a beast at deep research. \n\nIt can run 200-300 tool requests for impressive multi-agent capabilities. \n\nWould you like to see a code example of it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1987900645031252298?s=20","url":"https://t.co/NTHpDarleD","indices":[94,117]}],"user_mentions":[{"id_str":"1319250540480598026","name":"Grant Lee","screen_name":"thisisgrantlee","indices":[0,15]},{"id_str":"1142210344678379520","name":"Sarah Wang","screen_name":"sarahdingwang","indices":[16,30]},{"id_str":"64844802","name":"a16z","screen_name":"a16z","indices":[31,36]}]},"favorited":false,"in_reply_to_screen_name":"thisisgrantlee","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1987900645031252298","quoted_status_permalink":{"url":"https://t.co/NTHpDarleD","expanded":"https://x.com/omarsar0/status/1987900645031252298?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987905623204233270","view_count":4174,"bookmark_count":14,"created_at":1762788608000,"favorite_count":22,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987880600661889356","full_text":"@thisisgrantlee @sarahdingwang @a16z Gamma is awesome! Thanks for allowing me to test it out. https://t.co/NTHpDarleD","in_reply_to_user_id_str":"1319250540480598026","in_reply_to_status_id_str":"1987880600661889356","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900657161117831","view_count":1100,"bookmark_count":1,"created_at":1762787424000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"1/ THE PROBLEM:\n\nCreating visual content is time-consuming. Research takes hours. Writing requires deep focus. Design demands specialized skills.\n\nWhat if AI could handle the entire pipeline?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900645031252298","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900669051998301","view_count":1031,"bookmark_count":1,"created_at":1762787427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"2/ THE SOLUTION:\n\nAn n8n workflow that orchestrates Tavily for web research, GPT-5 for storytelling, Gamma for visual generation, and Google Sheets for tracking.\n\nYou provide a topic and audience. The system outputs a LinkedIn-ready carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900657161117831","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900680959611015","view_count":965,"bookmark_count":1,"created_at":1762787430000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"3/ ARCHITECTURE:\n\nThe n8n workflow starts with form input, then searches the web using Tavily, generates a narrative with GPT-5, and creates visuals through the Gamma API.\n\nEach step feeds into the next, creating a seamless pipeline from raw research to a polished presentation.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900669051998301","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900692703666435","view_count":849,"bookmark_count":1,"created_at":1762787433000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"4/ WEB RESEARCH AND NARRATIVE GENERATION\n\nTavily handles the research part.\n\nGPT-5 handles the narrative.\n\nAnd Gamma makes the magic happen -- it creates a professional and polished carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900680959611015","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900704707813453","view_count":782,"bookmark_count":1,"created_at":1762787436000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"5/ VISUAL GENERATION\n\nGamma API takes the narrative and generates a scroll-friendly carousel with engaging headlines, professional design, and relevant imagery using Imagen 4 Pro.\n\nIt specifies 10 cards in social format with custom instructions tailored to your target platform.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900692703666435","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900716623736849","view_count":787,"bookmark_count":1,"created_at":1762787438000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"6/ WORKFLOW BENEFITS:\n\nTime goes from hours to minutes.\n\nQuality remains high with researched content and visual polish. You can also refine everything in the Gamma UI.\n\nPerfect for content creators and technical communicators who need to scale their output.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900704707813453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900728527253601","view_count":3764,"bookmark_count":1,"created_at":1762787441000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"7/ USE CASES:\n\nThis workflow is perfect for daily research summaries, weekly newsletters, community content, marketing materials, and educational content.\n\nIt targets visual learners who consume content efficiently and need professional-looking presentations quickly.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900716623736849","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900740401352832","view_count":6941,"bookmark_count":4,"created_at":1762787444000,"favorite_count":9,"quote_count":0,"reply_count":48,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"8/ GIVEAWAY\n\nI am sharing the full n8n workflow JSON and video walkthrough.\n\nComment Gamma & I’ll DM it to you.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900728527253601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":147,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[253,262]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988236096195776683","view_count":87384,"bookmark_count":758,"created_at":1762867399000,"favorite_count":697,"quote_count":1,"reply_count":45,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"Hey, AI Devs!\n\nDon't sleep on the new Gemini File Search API!\n\nFeels like the easiest way to build agentic RAG systems.\n\nI built a little MCP server to analyze codebases with semantic search (Gemini File Search) & agentic search.\n\nFun chatting with @karpathy's nanochat project. https://t.co/cZfXdL6Us0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1988269255604007275","view_count":130026,"bookmark_count":2021,"created_at":1762875305000,"favorite_count":1472,"quote_count":6,"reply_count":64,"retweet_count":138,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"This simple Claude Code hack has reduced token usage by ~90%.\n\nIt adopts the \"Code Execution with MCP\" concept published by Anthropic.\n\nRemove preloaded MCP tools from context and use Python to execute tools via bash instead.\n\nBTW, this can be optimized much further.\n\nInsane! https://t.co/17j2dN6oor","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276885722460207","view_count":13185,"bookmark_count":77,"created_at":1762877124000,"favorite_count":95,"quote_count":0,"reply_count":9,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"ElevenLabs just released Scribe v2 Realtime — their fastest, most accurate real-time Speech-to-Text model.\n\nUltra-low latency, streaming support, and 90 languages.\n\nI use their API, and believe this is huge for building live voice agents and personal AI assistants.\n\nMore below: https://t.co/VLKsSQgF7U","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,121],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[87,102]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988237435671556505","view_count":3771,"bookmark_count":4,"created_at":1762867718000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy The best part is that at this moment, you only pay for indexing. \n\nThanks to @OfficialLoganK and team for this. https://t.co/bW7XahaEzU","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988236096195776683","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988270477005967417","view_count":11052,"bookmark_count":8,"created_at":1762875596000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"For this test, I used a prebuilt py script, but ultimately, what I want is for the agent (in this case, Claude Code) to generate whatever code it needs to execute the right sequence of tools. The best part is that we avoid context bloat. It keeps CC more focused on what matters.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988271135054536967","view_count":11340,"bookmark_count":6,"created_at":1762875753000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"I also tested with a setup where the MCP server runs in another agent environment, like Gemini CLI or Codex. \n\nAgain, it keeps Claude Code (the main coding agent I use) more focused and offloads MCP-related tasks to Codex via Bash. The bad part is that Codex can be too verbose (ie, thinking) and that takes up the context window in CC.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988270477005967417","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988238506070581265","view_count":4124,"bookmark_count":6,"created_at":1762867974000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK I also like the logs view in Google AI Studio. I show it towards the end of the clip. \n\nIt gives me a good understanding of what happened on each request. \n\nWorking on something to let folks try it out. https://t.co/KjFspmemsD","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988237435671556505","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988239178165879189","view_count":3929,"bookmark_count":3,"created_at":1762868134000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK As for the agent orchestration that's powering the MCP server, I am using the AI SDK v6 for the agentic loop. \n\nIt allows both semantic search via Gemini's File Search and keyword search over files. \n\nI am finding that having both forms of search makes it more robust.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988238506070581265","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,148],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988242251894444146","view_count":5730,"bookmark_count":2,"created_at":1762868867000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK The inspiration behind the MCP server is that I want to be able to use it everywhere -- Claude, ChatGPT, Claude Code, etc.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988239178165879189","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,306],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988244779029692491","view_count":6160,"bookmark_count":7,"created_at":1762869469000,"favorite_count":9,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"It's crazy to me how tedious it can be to build a RAG system today.\n\nAll the setup required for it is insane.\n\nThis File Search API simplifies everything. Now I can focus on the agent harness and context engineering that takes a bit of time to get right, but is important for user experience.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988242251894444146","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988250127635521667","view_count":955,"bookmark_count":0,"created_at":1762870744000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy In my todo already. :)","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988249861406498994","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988261355762139157","view_count":803,"bookmark_count":1,"created_at":1762873421000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy I will share more on this soon. The MCP stuff was just an easy way to showcase the File Search API at work, but there are actually many new implementation details I have baked into the MCP component.","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988260490057830774","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,299],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70540032","name":"Ilyas Iqbal","screen_name":"ilyasiqbal","indices":[0,11]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[12,21]}]},"favorited":false,"in_reply_to_screen_name":"ilyasiqbal","lang":"en","retweeted":false,"fact_check":null,"id":"1988241656420639194","view_count":604,"bookmark_count":0,"created_at":1762868725000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@ilyasiqbal @karpathy For now, it's super basic. Just a system prompt to encourage using both semantic search + keyword search over codebases. I am interested in exploring where one is better than the other and when both are helpful. So far, for larger codebases, it's great to have semantic search.","in_reply_to_user_id_str":"70540032","in_reply_to_status_id_str":"1988237339240362466","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1767299461561122816","name":"Hashgraph Online DAO","screen_name":"HashgraphOnline","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"HashgraphOnline","lang":"en","retweeted":false,"fact_check":null,"id":"1988241100964851974","view_count":598,"bookmark_count":0,"created_at":1762868592000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@HashgraphOnline @karpathy It works great on large codebases. More efficient than regular keyword/grep search. For now, I am using simple similarity metrics, but this can be tuned further.\n\nI combine both semantic + keyword search. It's working great so far. More testing is required.","in_reply_to_user_id_str":"1767299461561122816","in_reply_to_status_id_str":"1988239673718698142","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2185373790","name":"El Controlador de Obra","screen_name":"control_de_obra","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"control_de_obra","lang":"en","retweeted":false,"fact_check":null,"id":"1988250265053466986","view_count":401,"bookmark_count":0,"created_at":1762870777000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@control_de_obra @karpathy Too complicated.","in_reply_to_user_id_str":"2185373790","in_reply_to_status_id_str":"1988248797508497876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/app/speech-to-…","expanded_url":"https://elevenlabs.io/app/speech-to-text","url":"https://t.co/pZvBD99yGQ","indices":[100,123]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276960083263894","view_count":2286,"bookmark_count":6,"created_at":1762877142000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Enterprise-ready out of the box:\n\n✓ SOC 2, PCI, HIPAA compliant\n✓ EU data residency\n\nTry it today → https://t.co/pZvBD99yGQ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276947353530395","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276904332570974","view_count":255,"bookmark_count":2,"created_at":1762877129000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Real-time performance that actually works:\n\n• Partial transcriptions in milliseconds\n• Stream audio chunks\n• Multiple formats: PCM (8-48kHz) + µ-law\n• WER of 5-10% in English and major EU languages\n\nEarly tests show it outperforms Deepgram and AssemblyAI. https://t.co/erT6Wl60II","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276885722460207","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276916772892725","view_count":388,"bookmark_count":0,"created_at":1762877132000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Scribe v2 Realtime is designed for builders:\n\n• Voice Activity Detection for automatic speech segmentation\n• Manual commit control for full transcript precision\n• Speaker diarization via manual commit (auto diarization coming)\n• Stream as you capture — no buffering delays","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276904332570974","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276928651088191","view_count":411,"bookmark_count":2,"created_at":1762877134000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Why this matters for AI agents:\n\nReal-time STT is the bottleneck in conversational AI. Most models optimize for accuracy OR speed.\n\nScribe v2 Realtime achieves low latency, high accuracy, and cost-efficient inference.\n\nPerfect for live agents, call centers, and meeting assistants.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276916772892725","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,227],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/docs/capabilit…","expanded_url":"https://elevenlabs.io/docs/capabilities/speech-to-text","url":"https://t.co/6adJhOQsmm","indices":[204,227]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276947353530395","view_count":3623,"bookmark_count":3,"created_at":1762877139000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Currently in alpha and available via API (scribe_v2_realtime).\n\nIf you're building voice-driven AI apps, this is the model to test.\n\nIntegration into ElevenLabs Agents is coming soon.\n\nDocs + API access: https://t.co/6adJhOQsmm https://t.co/9E28h9leZK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276928651088191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/ai-age…","expanded_url":"https://dair-ai.thinkific.com/courses/ai-agents-workshops","url":"https://t.co/64C8UmZq7j","indices":[206,229]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988271772328755464","view_count":12579,"bookmark_count":19,"created_at":1762875905000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"Will share more of my findings as I keep experimenting and finding more optimal setups with my coding agents. \n\nI am also sharing more details of these findings in my live workshops for my academy members: https://t.co/64C8UmZq7j\n\nStay tuned!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271135054536967","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276682931720593","view_count":9946,"bookmark_count":10,"created_at":1762877076000,"favorite_count":19,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"BTW, something you may have noticed from my timeline recently is an increase in experiments and tools I am able to build.\n\nThis is months of tuning Claude Code with proper Skills, subagents, and MCP tools that help with optimizing workflows, code understanding, and code execution.\n\nAnd I feel like this is just touching the surface. Claude Code finally feels like a truly intelligent coding assistant.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271772328755464","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600322117714722816","name":"Jason Byteforge","screen_name":"jmazzahacks","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"jmazzahacks","lang":"en","retweeted":false,"fact_check":null,"id":"1988335256001540306","view_count":3784,"bookmark_count":0,"created_at":1762891041000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@jmazzahacks Sure you can build MCP servers like that. But the point here is that you don’t preload MCP tools to the client which in this case is Claude Code. This saves a lot on token usage.","in_reply_to_user_id_str":"1600322117714722816","in_reply_to_status_id_str":"1988334402523570658","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1988330118474068186","view_count":568,"bookmark_count":0,"created_at":1762889816000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988324110762734054","full_text":"@realmadhuguru 💯 so much opportunity here. I think the same applies to research. It’s about asking good research questions.","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1988324110762734054","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,92],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtu.be/-nbHJzLpt18","expanded_url":"https://youtu.be/-nbHJzLpt18","url":"https://t.co/DpFM0NM2JS","indices":[69,92]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988256041184670091","view_count":5558,"bookmark_count":12,"created_at":1762872154000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"If you haven't received it, find the full video + n8n workflow here: https://t.co/DpFM0NM2JS","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900740401352832","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":47,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,283],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988304740460183739","quoted_status_permalink":{"url":"https://t.co/yXa38AGq7h","expanded":"https://twitter.com/RickLamers/status/1988304740460183739","display":"x.com/RickLamers/sta…"},"retweeted":false,"fact_check":null,"id":"1988610595793612894","view_count":24771,"bookmark_count":124,"created_at":1762956687000,"favorite_count":152,"quote_count":1,"reply_count":6,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1988610595793612894","full_text":"I use Claude Code + Skills to optimize my MCP tool prompts.\n\nClaude Code is great at optimizing with the right context, tools, logs, filesystem,...\n\nStarting to think there'll be no need for fancy algos, they just get generated on the fly, powered by code generation & execution.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988606978541920307","view_count":40692,"bookmark_count":327,"created_at":1762955824000,"favorite_count":435,"quote_count":4,"reply_count":29,"retweet_count":76,"user_id_str":"3448284313","conversation_id_str":"1988606978541920307","full_text":"We are just scratching the surface of using AI for major discoveries.\n\nAnd no, LLMs are not dead.\n\nAlphaResearch tackles a fundamental challenge: can LLMs discover truly novel algorithms that push beyond existing human knowledge?\n\nPrevious approaches like AlphaEvolve rely solely on code execution (technically correct but potentially uninteresting solutions), while pure idea-generation systems produce creative concepts that may be computationally infeasible.\n\nAlphaResearch solves this by combining execution-based verification with a reward model (AlphaResearch-RM-7B) trained on 24K ICLR peer-review records, creating a \"dual research environment\" that ensures both feasibility and innovation.\n\nOn the circle-packing problem, it discovered an algorithm achieving 2.939 total radii (n=32), surpassing the best human solution (2.936) and AlphaEvolve (2.937).\n\nIt might not look like a big deal, but this demonstrates the potential of LLMs that can autonomously produce genuinely novel, state-of-the-art algorithms.\n\nThis is significant because it shows AI can actively advance the frontiers of human research, not just reproduce existing knowledge.\n\narxiv. org/abs/2511.08522","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988626951011971521","view_count":7368,"bookmark_count":5,"created_at":1762960586000,"favorite_count":51,"quote_count":1,"reply_count":9,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1988626951011971521","full_text":"The best part I like about Claude Code today is this.\n\nI don't have to wait for fancy new features.\n\nIn its current state, it already allows me to build whatever I want. Hope this essence is kept.\n\nResearch, optimization, evals, writing, coding, and the list goes on and on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1681349314797240320","name":"OpenRouter","screen_name":"OpenRouterAI","indices":[0,13]},{"id_str":"1449556875213684740","name":"Apple Lamps","screen_name":"lamps_apple","indices":[14,26]}]},"favorited":false,"in_reply_to_screen_name":"OpenRouterAI","lang":"en","retweeted":false,"fact_check":null,"id":"1988611415347957782","view_count":79,"bookmark_count":1,"created_at":1762956882000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988609657758490908","full_text":"@OpenRouterAI @lamps_apple that's fire!","in_reply_to_user_id_str":"1681349314797240320","in_reply_to_status_id_str":"1988609657758490908","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988614109605044614","view_count":5481,"bookmark_count":6,"created_at":1762957525000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"People were asking how the diagram was created. It's a mermaid sequence diagram, which either Windsurf or Claude Code can generate the first draft. Labels are a bit tricky for LLMs, but you can manually revise and tune them. It's not perfect, but these can take a bit of time if you try creating them from scratch.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"473037001","name":"David Stevens","screen_name":"stevewdavens","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"stevewdavens","lang":"en","retweeted":false,"fact_check":null,"id":"1988647295345463371","view_count":1286,"bookmark_count":0,"created_at":1762965437000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@stevewdavens Full-time CLI user now. :)","in_reply_to_user_id_str":"473037001","in_reply_to_status_id_str":"1988645638092083647","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980333288951803905","name":"John Krakov","screen_name":"JohnKrakbtc","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JohnKrakbtc","lang":"en","retweeted":false,"fact_check":null,"id":"1988610925193294336","view_count":1336,"bookmark_count":0,"created_at":1762956765000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@JohnKrakbtc Just started to play around with the idea. Will be sharing any findings around these other issues.","in_reply_to_user_id_str":"1980333288951803905","in_reply_to_status_id_str":"1988608860324823494","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1191207924","name":"Erik Bernhardsson","screen_name":"bernhardsson","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"bernhardsson","lang":"en","retweeted":false,"fact_check":null,"id":"1988663775403340187","view_count":518,"bookmark_count":0,"created_at":1762969366000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988647374605131837","full_text":"@bernhardsson Lots of ways to innovate in this space.","in_reply_to_user_id_str":"1191207924","in_reply_to_status_id_str":"1988647374605131837","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"911297187664949248","name":"Jeff Dean","screen_name":"JeffDean","indices":[0,9]},{"id_str":"796092645193846784","name":"Waymo","screen_name":"Waymo","indices":[10,16]}]},"favorited":false,"in_reply_to_screen_name":"JeffDean","lang":"en","retweeted":false,"fact_check":null,"id":"1988691441414205622","view_count":1137,"bookmark_count":0,"created_at":1762975962000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988674389773357077","full_text":"@JeffDean @Waymo That awesome!","in_reply_to_user_id_str":"911297187664949248","in_reply_to_status_id_str":"1988674389773357077","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1571915464854409216","name":"Eden Yav","screen_name":"yavnun","indices":[0,7]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[8,17]}]},"favorited":false,"in_reply_to_screen_name":"yavnun","lang":"en","retweeted":false,"fact_check":null,"id":"1988665646280999132","view_count":66,"bookmark_count":0,"created_at":1762969812000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@yavnun @karpathy I am just leveraging Gemini for the Gemini File Search stuff. I built the agentic part with AI SDK so I can use any of the models they support.","in_reply_to_user_id_str":"1571915464854409216","in_reply_to_status_id_str":"1988664712264048915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":44,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[0,264],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988974710592516454","view_count":53372,"bookmark_count":410,"created_at":1763043499000,"favorite_count":553,"quote_count":3,"reply_count":26,"retweet_count":55,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"Kimi K2 Thinking is impressive.\n\nSo I built a multi-agent deep researcher, Kimi Deep Researcher.\n\nIt generates long research reports on any topic, powered by subagents (web searcher, analyzer, and synthesizer).\n\nIt can do 100s of tool calls per session. Repo soon! https://t.co/A8dDswq77M","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989075862793449566","view_count":1186,"bookmark_count":24,"created_at":1763067615000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989075862793449566","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989081828678893837","view_count":41095,"bookmark_count":919,"created_at":1763069037000,"favorite_count":529,"quote_count":1,"reply_count":13,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989081828678893837","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\n(bookmark it)\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980945337327255552","name":"Tammy Sun","screen_name":"sun_tammy2025","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"sun_tammy2025","lang":"en","retweeted":false,"fact_check":null,"id":"1988986995301826826","view_count":306,"bookmark_count":0,"created_at":1763046427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@sun_tammy2025 Yes, I am working on a few more tests and cleaning up the code a bit. It's basically built on the idea of deep agents (orchestrator + subagents) like Claude Code, but for deep research.","in_reply_to_user_id_str":"1980945337327255552","in_reply_to_status_id_str":"1988986160987927036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"463176938","name":"John Baker","screen_name":"select_asterisk","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"select_asterisk","lang":"en","retweeted":false,"fact_check":null,"id":"1989029229833367851","view_count":214,"bookmark_count":0,"created_at":1763056497000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@select_asterisk it's leveraging openrouter but i will be testing what's possible on local","in_reply_to_user_id_str":"463176938","in_reply_to_status_id_str":"1989008096019247414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1371117855626956809","name":"Tim Smykov","screen_name":"timsmykov","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"timsmykov","lang":"en","retweeted":false,"fact_check":null,"id":"1988986064309018723","view_count":383,"bookmark_count":0,"created_at":1763046205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"It can support a bigger number of sequential tool calls which makes it ideal for long form generation like the deep research use case. I am barely scratching the surface with the current project. I feel like I can push this in many directions to improve research and report writing.","in_reply_to_user_id_str":"1371117855626956809","in_reply_to_status_id_str":"1988984255922467291","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989064442097856560","view_count":1825,"bookmark_count":0,"created_at":1763064892000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"For clarity, this whole project is built from scratch (i.e., no agent framework). I am using OpenRouter for access to the model. I haven't tested a local setup but it should be easy to get it to work like that.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988974710592516454","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,24],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54059018","name":"Xaumre","screen_name":"xaumre","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xaumre","lang":"en","retweeted":false,"fact_check":null,"id":"1989048053706494332","view_count":112,"bookmark_count":0,"created_at":1763060985000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@xaumre All from scratch","in_reply_to_user_id_str":"54059018","in_reply_to_status_id_str":"1989046485850186041","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"59803156","name":"Mehreen Omer","screen_name":"mehreen_omer","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mehreen_omer","lang":"en","retweeted":false,"fact_check":null,"id":"1988974390105825329","view_count":595,"bookmark_count":0,"created_at":1763043422000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@mehreen_omer Depends on the set up you are using. I can use either sub-agents, skills, or commands in Claude Code for control.","in_reply_to_user_id_str":"59803156","in_reply_to_status_id_str":"1988962094725886204","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":103,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989350215175020682","view_count":60601,"bookmark_count":470,"created_at":1763133026000,"favorite_count":367,"quote_count":2,"reply_count":28,"retweet_count":26,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Finally solved my newsletter overload.\n\nI built my own Pulse feature for Claude Code.\n\nIt's a little / command that connects to a proactive agent (built with Claude Agent SDK) that works 24/7 to find breaking AI research.\n\nBetter than any newsletter and even my For You tab. https://t.co/abal4Q20Ms","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989368259817439576","view_count":35923,"bookmark_count":576,"created_at":1763137328000,"favorite_count":572,"quote_count":4,"reply_count":28,"retweet_count":119,"user_id_str":"3448284313","conversation_id_str":"1989368259817439576","full_text":"Efficient Self-Improving Agent Systems\n\nAgentEvolver lets AI agents improve themselves instead of requiring manual prompt tuning.\n\nThey use three core mechanisms: self-questioning, self-navigating, and self-attributing.\n\nAgents evaluate their own work, spot failures, and write better instructions for themselves.\n\nThis leads to a self-improvement loop capable of running without human oversight.\n\nShows better performance across benchmarks with less manual work.\n\nThis could change how we build production AI systems; agents that actually adapt on their own.\n\nAgentEvolver introduces a paradigm shift in how we build AI agents: instead of manually tuning prompts and instructions, the system enables agents to autonomously refine themselves through iterative self-assessment loops.\n\nThe framework works by having agents evaluate their own performance on tasks, identify where they failed or underperformed, and then generate improved behavioral instructions for the next iteration.\n\nThis creates a continuous evolution cycle where feedback from task execution directly enhances decision-making strategies without human intervention.\n\nThe results are impressive.\n\nAgents using this approach show measurable performance gains across diverse benchmarks compared to static configurations, all while reducing the overhead of constant manual optimization.\n\nIt's a promising step toward truly adaptive AI systems that can evolve their capabilities autonomously, transforming how we develop and deploy production agents.\n\nPaper: arxiv. org/abs/2511.10395","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989412054281982254","view_count":56499,"bookmark_count":551,"created_at":1763147769000,"favorite_count":639,"quote_count":3,"reply_count":26,"retweet_count":56,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Kimi Deep Research keeps getting better!\n\nI've been tuning it with one of my Claude Code skills. \n\nThe quality of the deep research reports Kimi K2 Thinking can generate is insane!\n\nJust look at the clip example.\n\nMore things to tune, but this is crazy good already. https://t.co/AZSpNoh905","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[31,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"50090898","name":"Google for Developers","screen_name":"googledevs","indices":[0,11]},{"id_str":"3167734591","name":"Visual Studio Code","screen_name":"code","indices":[12,17]},{"id_str":"923010104479252480","name":"Colaboratory","screen_name":"GoogleColab","indices":[18,30]}]},"favorited":false,"in_reply_to_screen_name":"googledevs","lang":"qme","retweeted":false,"fact_check":null,"id":"1989309219011531146","view_count":773,"bookmark_count":0,"created_at":1763123252000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989033099737407820","full_text":"@googledevs @code @GoogleColab 🚀","in_reply_to_user_id_str":"50090898","in_reply_to_status_id_str":"1989033099737407820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,30],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"601736770","name":"Aurimas Griciūnas","screen_name":"Aurimas_Gr","indices":[0,11]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}]},"favorited":false,"in_reply_to_screen_name":"Aurimas_Gr","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989442337391464687","view_count":412,"bookmark_count":1,"created_at":1763154989000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988972296262869238","full_text":"@Aurimas_Gr Important context: https://t.co/IiRieq0QSn","in_reply_to_user_id_str":"601736770","in_reply_to_status_id_str":"1988972296262869238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989415125678522788","view_count":3123,"bookmark_count":2,"created_at":1763148502000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There is a ton of good info in that generated report.\n\nHonestly, I had no expectations when I started to build this project from scratch. But I did have a bit of hope given the sequential tool calling capabilities of Kimi K2 Thinking.\n\nIt really unlocks advanced applications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989412054281982254","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[74,97]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989416139034956272","view_count":6052,"bookmark_count":8,"created_at":1763148743000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"You can see an example of reports generated by the previous version here: https://t.co/TByHsEEn3w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989415125678522788","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989417433245925645","view_count":7117,"bookmark_count":9,"created_at":1763149052000,"favorite_count":17,"quote_count":1,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Sidenote: I am just amazed by how effective Claude Code, in combination with skills, is at optimizing agentic workflows. It depends on the context, so give it the right logs and test scripts with bash and ask away. I am optimizing all my agents this way now. No more fancy tools, just decent code execution and clear specifications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989416139034956272","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989423185201160205","view_count":8989,"bookmark_count":2,"created_at":1763150423000,"favorite_count":11,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"As I was working with Claude Code to optimize this, it analyzed the last report generated, and it was super impressed with the length and quality. Its grade was A+, but obviously, it got too enthusiastic about it. The thing is, it has the logs/previous reports, and it can use them to compare and align with what I want.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989417433245925645","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1815114135325286400","name":"Envolate Industries","screen_name":"envolate","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"envolate","lang":"en","retweeted":false,"fact_check":null,"id":"1989413925373579486","view_count":846,"bookmark_count":0,"created_at":1763148215000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@envolate That's the vision here! :)","in_reply_to_user_id_str":"1815114135325286400","in_reply_to_status_id_str":"1989413448678265273","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1989417433245925645?s=20","url":"https://t.co/0Cp33Kkk5q","indices":[39,62]}],"user_mentions":[{"id_str":"3421446634","name":"Someguy","screen_name":"s0meguy1","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"s0meguy1","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1989417433245925645","quoted_status_permalink":{"url":"https://t.co/0Cp33Kkk5q","expanded":"https://x.com/omarsar0/status/1989417433245925645?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989417631137603664","view_count":576,"bookmark_count":2,"created_at":1763149099000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@s0meguy1 Just commented on that here: https://t.co/0Cp33Kkk5q","in_reply_to_user_id_str":"3421446634","in_reply_to_status_id_str":"1989416735301407166","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,244],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[221,244]}],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989413812852892008","view_count":854,"bookmark_count":4,"created_at":1763148189000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@theideogenesis It's based on an orchestrator + subagent framework I built from scratch. \n\nBut it's possible because of the sequential tool calling capabilities of Kimi K2 Thinking.\n\nI think people are sleeping on this.\n\nhttps://t.co/TByHsEEn3w","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1989412777640038523","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1989417949615321412","view_count":510,"bookmark_count":1,"created_at":1763149175000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@iamrobotbear work hard on it. lots of stuff happening in parallel but i will be sharing here once it's ready","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1989417654357299343","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"704057981952983044","name":"Margot Barault","screen_name":"MargotBarault","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"MargotBarault","lang":"en","retweeted":false,"fact_check":null,"id":"1989419846422196419","view_count":371,"bookmark_count":0,"created_at":1763149627000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@MargotBarault It's time to build! :)","in_reply_to_user_id_str":"704057981952983044","in_reply_to_status_id_str":"1989419644558741673","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1729788380152811520","name":"Orks AI","screen_name":"OrcsSandHive","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"OrcsSandHive","lang":"en","retweeted":false,"fact_check":null,"id":"1989442544351182939","view_count":280,"bookmark_count":0,"created_at":1763155039000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@OrcsSandHive what feels limited?","in_reply_to_user_id_str":"1729788380152811520","in_reply_to_status_id_str":"1989442329363587357","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823912294814007296","name":"JDizzy of course","screen_name":"the_real_jdizzy","indices":[0,16]},{"id_str":"889050642903293953","name":"DAIR.AI","screen_name":"dair_ai","indices":[17,25]}]},"favorited":false,"in_reply_to_screen_name":"the_real_jdizzy","lang":"en","retweeted":false,"fact_check":null,"id":"1989420334974734696","view_count":295,"bookmark_count":0,"created_at":1763149744000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@the_real_jdizzy @dair_ai Definitely good for being cheaper and faster, but to declare SOTA, I would have to run proper benchmarking. I am qualifying based on all these deep research solutions I have used, and I would rank the outputs in the top 3 as is. It's hard to get deep research results.","in_reply_to_user_id_str":"1823912294814007296","in_reply_to_status_id_str":"1989418835334894035","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989350228366155787","view_count":2914,"bookmark_count":5,"created_at":1763133029000,"favorite_count":16,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"It's blazing fast! The / command talks to my agent for already-generated reports.\n\nIt is fully customizable via endpoints.\n\nI can add and tune my preferences based on feedback.\n\nIt adapts to my evolving interests with its agentic capabilities.\n\nProactive agents are the future!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989352006885240898","view_count":2875,"bookmark_count":14,"created_at":1763133453000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"This is literally what my / command contains. \n\nThe real magic happens in that server that's powered by proactive agents (built with Claude Agent SDK).\n\nIt has memory, schedules to find new and relevant research, and saves them so that I can access them via /pulse. https://t.co/qybpn1vYJN","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350228366155787","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353046808396055","view_count":2943,"bookmark_count":2,"created_at":1763133701000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Just asking Claude Code to search/fetch papers from the web doesn't work. \n\nI built that little server because it tracks my new interests, preferences, and so on. It's running 24/7.\n\nAnd it's highly specialized to pull gems. \n\nIt's a great use case for the Claude Agent SDK.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989352006885240898","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353667137581431","view_count":3497,"bookmark_count":1,"created_at":1763133849000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I tried ChatGPT Pulse for months, and it doesn't work the way I want it.\n\nI think for these new AI experiences, personalization is key. Not sure ChatGPT is built for that now.\n\nAnd personalization has to be intuitive and seamless. I prefer what've built here. More updates soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353046808396055","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989356800869806359","view_count":4129,"bookmark_count":1,"created_at":1763134596000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I am fascinated by the new experiences that will emerge from all these new AI tools. \n\nI think the exploration space here is huge. \n\nI use the browser less now. 90%+ of my work now happens in the terminal.\n\nIf you can vibe code properly, you will be unstoppable.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353667137581431","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989362940244574426","view_count":6203,"bookmark_count":9,"created_at":1763136060000,"favorite_count":17,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"The curation capabilities of the agent are insanely good. \n\nCrazy because it can be optimized further.\n\nLike, I would probably never find these research papers/reports myself. \n\nThis is extremely exciting for me as a researcher. https://t.co/AENO8Tm3mZ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989356800869806359","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989375641699938523","view_count":4160,"bookmark_count":5,"created_at":1763139088000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"One lesson I have learned from building these personal projects is that today's AI models are so powerful to the point where you can reverse engineer any functionality these big LLM players are pushing out. This will only keep getting easier. I am going all in on building my own tools.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989362940244574426","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1989420978234171867","view_count":796,"bookmark_count":1,"created_at":1763149897000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@trq212 I figured there are many ways to do this, so I am playing around with the idea a bit more to see how I might share it for others to try. Concept is super green still. :)\n\nI saw your proactive agent post, and it inspired my curiosity.","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1989418623400907098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3005395139","name":"Mantas","screen_name":"stnkvcs","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"stnkvcs","lang":"en","retweeted":false,"fact_check":null,"id":"1989387137385410703","view_count":615,"bookmark_count":0,"created_at":1763141829000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Great question. I have been trying different schedules that optimize results, like every hour or something like that. I am actually using haiku-4.5 for this, so I can save on API calls. Indeed, the more it's used, the more expensive it can get. I have been doing a bit of context engineering to make it less costly than it currently is.","in_reply_to_user_id_str":"3005395139","in_reply_to_status_id_str":"1989383819150139818","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"80782442","name":"Senthil","screen_name":"vmsenthilkumar","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"vmsenthilkumar","lang":"en","retweeted":false,"fact_check":null,"id":"1989368050060292421","view_count":70,"bookmark_count":0,"created_at":1763137278000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@vmsenthilkumar I built a little external server with the core functionalities needed for the personalization.","in_reply_to_user_id_str":"80782442","in_reply_to_status_id_str":"1989364786732367914","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":19,"startTime":1763164800000,"endTime":1763251200000,"tweets":[{"bookmarked":false,"display_text_range":[0,180],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689354789556479","view_count":83362,"bookmark_count":1225,"created_at":1763213883000,"favorite_count":688,"quote_count":4,"reply_count":16,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"Another banger by Google!\n\nIt's a new technical guide on how to deploy, scale, and productionize AI Agents.\n\n(bookmark it)\n\nLove the emphasis of CI/CD and the Agent2Agent protocol. https://t.co/ubU9xlQPLJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"kaggle.com/whitepaper-pro…","expanded_url":"https://www.kaggle.com/whitepaper-prototype-to-production","url":"https://t.co/8xnZzIAOy8","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689367108149595","view_count":8239,"bookmark_count":88,"created_at":1763213886000,"favorite_count":39,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"https://t.co/8xnZzIAOy8","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989689354789556479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,81],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1989493287498256456","view_count":274,"bookmark_count":0,"created_at":1763167137000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@SrinivasValekar I have other plans at the moment but this is really early still.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1989488207671796086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[105,128]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989812809312735291","view_count":4367,"bookmark_count":18,"created_at":1763243317000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Due to popular demand, I will be showcasing some of these workflows in my new Claude Code live training: https://t.co/ZDTOIyJ950\n\nWhether you are technical or non-technical, there are so many ways you can leverage Claude Code. \n\nSeats are limited!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[159,182]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989813668272574614","view_count":4453,"bookmark_count":13,"created_at":1763243522000,"favorite_count":7,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There were some really good questions on how I leveraged Claude Code to build out this project. I will be discussing that in detail in my new live training: \n\nhttps://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989423185201160205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]},{"label":"2025-11-18","value":48,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990420550808735838","view_count":742,"bookmark_count":1,"created_at":1763388214000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990420550808735838","full_text":"\"Time to build\" will make so much more sense to more people in the coming weeks than it has in prior weeks.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441561637957797","view_count":56795,"bookmark_count":461,"created_at":1763393223000,"favorite_count":406,"quote_count":3,"reply_count":17,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Introducing Claude Code for Everyone!\n\nEveryone should learn to use coding agents.\n\nIt doesn't matter if you are technical or non-technical.\n\nIf you are not using tools like Claude Code, you are missing out on some of the best tools and experience AI agents have to offer. https://t.co/CD7QeCwoqn","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990512531132350847","view_count":14498,"bookmark_count":145,"created_at":1763410144000,"favorite_count":146,"quote_count":2,"reply_count":12,"retweet_count":24,"user_id_str":"3448284313","conversation_id_str":"1990512531132350847","full_text":"With the right agent design pattern, you can build insane applications today.\n\nSciAgent is a multi-agent framework for tackling complex scientific reasoning across physics, chemistry, and math.\n\n(bookmark it)\n\nInstead of relying on a single monolithic model, it orchestrates specialized agents that each handle different aspects of problem-solving.\n\nThe system decomposes hard problems into manageable subtasks: analysis, domain-specific reasoning, verification, and cross-domain integration.\n\nIt was benchmarked on olympiad-level problems (International Physics & Chemistry Olympiads) and outperforms single-model baselines.\n\nThe key insight: agent composition beats end-to-end learning for specialized domains.\n\nThis architecture pattern shows how to build systems that generalize across multiple scientific disciplines.\n\nPaper: arxiv. org/abs/2511.08151","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2511.11287","expanded_url":"https://arxiv.org/abs/2511.11287","url":"https://t.co/JSv5BoBFoJ","indices":[1087,1110]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990532662881313096","view_count":13908,"bookmark_count":150,"created_at":1763414943000,"favorite_count":175,"quote_count":1,"reply_count":14,"retweet_count":36,"user_id_str":"3448284313","conversation_id_str":"1990532662881313096","full_text":"The web is broken for AI agents.\n\nNot because agents aren't smart enough.\n\nIt's because the web wasn't designed for them.\n\nEvery interaction is a puzzle. Parse raw HTML. Reverse-engineer buttons. Guess what's clickable.\n\nThis makes agents brittle, inefficient, and insecure.\n\nThis new research paper introduces VOIX, a framework where websites tell agents exactly what they can do.\n\nNo more guessing. No more parsing. Pure declaration.\n\nTwo new HTML elements are introduced: <tool> and <context>.\n\n<tool> exposes actions. Click here. Input this. Select that. With parameters and validation.\n\n<context> explains the state. Where you are. What's possible. Why it matters.\n\nThink of it as an API layer baked into web pages.\n\nThey evaluated using an 11-day developer study. SUS score: 72.5/100, which is above the acceptable threshold.\n\nExciting progress on agentic web! It's an interesting paradigm shift to address the issues agents have when interacting with the web.\n\nFrom agents parsing HTML to websites declaring intent. From agent-agnostic design to agent-aware architecture.\n\nPaper: https://t.co/JSv5BoBFoJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,45],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1990419923911209298","view_count":677,"bookmark_count":0,"created_at":1763388064000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990272740012777475","full_text":"@OfficialLoganK that's going to be something!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990272740012777475","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1990441574212440168","view_count":3609,"bookmark_count":2,"created_at":1763393226000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Based on popular demand, I am excited to announce my brand new live cohort-based training on Claude Code for Everyone.\n\nExcited to finally get to share all the cool ways we have been using Claude Code to improve AI workflows, agents, and AI apps.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441561637957797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[165,188]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441586061451607","view_count":3584,"bookmark_count":6,"created_at":1763393229000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Don't miss this chance to learn everything you need to know about building with Claude Code.\n\nSeats are limited!\n\nPrices will go up in the next cohort.\n\nEnroll now: https://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441574212440168","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768597724660895744","name":"Methkal","screen_name":"meth_kh","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"meth_kh","lang":"en","retweeted":false,"fact_check":null,"id":"1990444335054393512","view_count":518,"bookmark_count":0,"created_at":1763393884000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@meth_kh I will focus on projects and all the tactics we have learned on how to effectively use Claude Code.","in_reply_to_user_id_str":"768597724660895744","in_reply_to_status_id_str":"1990442296114827731","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"15026770","name":"Christopher","screen_name":"communicating","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"communicating","lang":"en","retweeted":false,"fact_check":null,"id":"1990484101535793634","view_count":406,"bookmark_count":0,"created_at":1763403365000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@communicating It is a separate course and not part of the subscription. It has its own price. The link I shared would be right place to send anyone who is interested in learning about Claude Code. :)","in_reply_to_user_id_str":"15026770","in_reply_to_status_id_str":"1990452576928874508","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[6,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"676573","name":"tobi lutke","screen_name":"tobi","indices":[0,5]}]},"favorited":false,"in_reply_to_screen_name":"tobi","lang":"en","retweeted":false,"fact_check":null,"id":"1990533241452069353","view_count":1582,"bookmark_count":1,"created_at":1763415081000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990525664513175585","full_text":"@tobi I absolutely dislike the current form of these AI notetakers. So disruptive to learners and human participants. They have some applications, but I think we can build better ones.","in_reply_to_user_id_str":"676573","in_reply_to_status_id_str":"1990525664513175585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":72,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990794651608219727","view_count":12177,"bookmark_count":164,"created_at":1763477406000,"favorite_count":179,"quote_count":2,"reply_count":12,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1990794651608219727","full_text":"Open-source research agents have been lagging behind proprietary systems like OpenAI's Deep Research.\n\nThe gap has been frustrating for developers who want powerful, deep research agents without vendor lock-in.\n\nI've been building my own called Kimi Deep Researcher.\n\nSimilarly, this new work introduces MiroThinker, a framework that closes this performance gap through systematic optimization.\n\nThe key insight? Performance isn't just about model size.\n\nMiroThinker uses three complementary scaling strategies.\n\nModel scaling: Leveraging larger base models up to 72B parameters.\n\nContext scaling: Expanding reasoning space and information retrieval capabilities. With a 256K context window, it can perform up to 600 tool calls per task!\n\nThis enables sustained multi-turn reasoning and complex real-world research workflows.\n\nInteractive scaling: Incorporating human feedback and iterative refinement loops.\n\nEach dimension adds independent performance gains.\n\nThe results are compelling. The 72B variant demonstrates competitive performance with proprietary agents like GPT-5 and Claude 4.5.\n\nValidated across multiple benchmarks: GAIA, HotpotQA, and MuSiQue.\n\nWhy this matters for developers: You don't need to wait for new model releases to improve agent reasoning.\n\nThe modular approach means you can adopt scaling dimensions independently based on your constraints.\n\nOpen-source agents can now compete with proprietary systems through principled optimization.\n\nThis democratizes access to advanced AI reasoning capabilities.\n\nPaper: arxiv. org/abs/2511.11793","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990815581017145479","view_count":9610,"bookmark_count":22,"created_at":1763482396000,"favorite_count":71,"quote_count":0,"reply_count":7,"retweet_count":11,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 is here!\n\nThe most exciting part of this model is the long horizon planning capabilities.\n\nThis is going to unlock complex agentic applications, the likes of which we have never seen.\n\nVibe coding insane applications in one shot, proactive agents that expand our knowledge at unprecedented rates, and agents that lead to major scientific discoveries.\n\nIt's really on!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,237],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990822776198828498","view_count":13445,"bookmark_count":34,"created_at":1763484112000,"favorite_count":97,"quote_count":0,"reply_count":2,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1990822776198828498","full_text":"This is a fun little app created by Gemini 3.\n\nIt shows the spatial reasoning capabilities.\n\nThis could be huge for apps that leverage computer-using agents. \n\nAnd of course, unlocking new ways to interact with computers. Exciting stuff! https://t.co/gBO2Xk7uIB","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990826875816481127","view_count":37186,"bookmark_count":106,"created_at":1763485089000,"favorite_count":293,"quote_count":0,"reply_count":21,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"Google wasn't playing with this Gemini 3 launch!\n\nThey are going for everything.\n\nJust tested out their Antigravity agentic development platform, and it's really fun. \n\nJust helped my son build a quick physics simulator. https://t.co/1p5TeM2R1J","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990875929720070280","view_count":11660,"bookmark_count":39,"created_at":1763496784000,"favorite_count":80,"quote_count":0,"reply_count":27,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1990875929720070280","full_text":"Okay, this is just insane!\n\nJust vibe-coded this AI-powered website designer in MINUTES using Gemini 3.\n\nI am not great at design. I can now collaborate with AI to generate and iterate on designs.\n\nSelecting elements to iterate on and viewing them in different modes also works. https://t.co/GYzMzXL1gX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,13],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1086145626633494528","name":"Varun Mohan","screen_name":"_mohansolo","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"_mohansolo","lang":"qme","retweeted":false,"fact_check":null,"id":"1990589110973849960","view_count":2783,"bookmark_count":0,"created_at":1763428402000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990521386935464099","full_text":"@_mohansolo 🔥","in_reply_to_user_id_str":"1086145626633494528","in_reply_to_status_id_str":"1990521386935464099","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[32,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]},{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[16,31]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"und","retweeted":false,"fact_check":null,"id":"1990813421319635244","view_count":2260,"bookmark_count":0,"created_at":1763481881000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813077172822143","full_text":"@OfficialLoganK @GoogleAIStudio LFG!!!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990813077172822143","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,77],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990816381252546618","view_count":1969,"bookmark_count":2,"created_at":1763482587000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Not to mention that the results on all these other benchmarks are impressive. https://t.co/Yb0D314xyR","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990815581017145479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,55],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990818244312052036","view_count":2255,"bookmark_count":2,"created_at":1763483031000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 Pro's agentic coding capabilities look insane. https://t.co/fIA5IqlMNw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990816381252546618","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,89],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990823592657891612","view_count":1341,"bookmark_count":0,"created_at":1763484306000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"And where do we even start with Gemini 3 Deep Think?\n\nThat ARC-AGI-2 performance is nuts! https://t.co/1XMIFHjxAB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990818244312052036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1990818341859061760","view_count":134,"bookmark_count":0,"created_at":1763483054000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"@realmadhuguru on it :)","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1990816967201050710","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4939401","name":"Patrick Collison","screen_name":"patrickc","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"patrickc","lang":"en","retweeted":false,"fact_check":null,"id":"1990828162482065834","view_count":639,"bookmark_count":0,"created_at":1763485396000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813146987311446","full_text":"@patrickc That is cool!","in_reply_to_user_id_str":"4939401","in_reply_to_status_id_str":"1990813146987311446","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14130366","name":"Sundar Pichai","screen_name":"sundarpichai","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"sundarpichai","lang":"en","retweeted":false,"fact_check":null,"id":"1990854555362312425","view_count":1474,"bookmark_count":0,"created_at":1763491688000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990850427164979318","full_text":"@sundarpichai Keep it coming! :)","in_reply_to_user_id_str":"14130366","in_reply_to_status_id_str":"1990850427164979318","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1990877387836334251","view_count":2108,"bookmark_count":0,"created_at":1763497132000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990861380740591621","full_text":"@soumithchintala Excited for you, Soumith!","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1990861380740591621","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990847529919910063","view_count":2506,"bookmark_count":2,"created_at":1763490013000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"I love this way of testing and debugging apps with the integrated browser preview. The agent can navigate the app and test features, catch bugs, and fix on the go. https://t.co/42c51Vo2hf","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990826875816481127","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nbookmarks":[{"label":"2025-10-21","value":192,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980308459368436093","quoted_status_permalink":{"url":"https://t.co/7tgKp3s1dH","expanded":"https://twitter.com/anthropicai/status/1980308459368436093","display":"x.com/anthropicai/st…"},"retweeted":false,"fact_check":null,"id":"1980312578749526504","view_count":32955,"bookmark_count":134,"created_at":1760978285000,"favorite_count":264,"quote_count":0,"reply_count":16,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"I started to build a little AI research tool with Claude Code & Skills over the weekend.\n\nNow Anthropic adds connectors to other helpful scientific tools.\n\nThey are not messing around!\n\nIt’s about to get insanely interesting to use coding agents like Claude Code for science.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/pRSTl5TgvB","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980403571935130073","view_count":19586,"bookmark_count":54,"created_at":1760999980000,"favorite_count":150,"quote_count":1,"reply_count":8,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"This is huge! I sensed that Claude Code on web was coming.\n\nCoding agents on web serve specific use cases.\n\nThere is a wide opening to improve coding experience on web. If you tried Codex (web) you know this well.\n\nIf it's anything like Claude Code on the terminal, it’s game on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1977811751258513410","name":"NerdyChefs.AI","screen_name":"NerdychefsAI","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"NerdychefsAI","lang":"en","retweeted":false,"fact_check":null,"id":"1980320807709802804","view_count":61,"bookmark_count":0,"created_at":1760980247000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"@NerdychefsAI Will share more soon with some additional thoughts.","in_reply_to_user_id_str":"1977811751258513410","in_reply_to_status_id_str":"1980317151170121729","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,22],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","quoted_status_id_str":"1980052095639126457","quoted_status_permalink":{"url":"https://t.co/uQXRrZImBU","expanded":"https://twitter.com/omarsar0/status/1980052095639126457","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1980372246591095294","view_count":8661,"bookmark_count":3,"created_at":1760992511000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980337282323452300","full_text":"@claudeai Much needed:","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1980337282323452300","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980407566158196747","view_count":43,"bookmark_count":0,"created_at":1761000932000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Safe agentic code execution matters. The sandboxing feature in Claude Code is also neat and well thoughout. https://t.co/ccXK1Uj5si","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980406365781991642","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980405447086731456","view_count":578,"bookmark_count":0,"created_at":1761000427000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"The blog pretty much summarizes why I even tried Codex on web in the first place.\n\nSome stuff can just be done without my constant intervention.\n\nI can offload bug squashing easily now. Or explore new features that are not core (or of high priority) to my current workstreams. https://t.co/52ChIt2VTd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980403571935130073","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,158],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980406365781991642","view_count":329,"bookmark_count":0,"created_at":1761000646000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Claude Code on mobile is exciting. I am often on the road a lot so this is extremely helpful. I normally used GitHub Actions but this should feel more native. https://t.co/Mg7DOWCEQc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980405447086731456","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980371216046170539","view_count":4239,"bookmark_count":1,"created_at":1760992266000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I sensed this was coming I guess. Coding agents via the web serve specific use cases. \nAnd it makes, as there is a wide opening to improve the experience on web.\nWill test to see how the experience feels. If it is anything like Claude Code on the terminal, it’s game on. https://t.co/e20qoUO1XE","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980052095639126457","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":997,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980629163976675779","view_count":58883,"bookmark_count":951,"created_at":1761053765000,"favorite_count":711,"quote_count":6,"reply_count":29,"retweet_count":102,"user_id_str":"3448284313","conversation_id_str":"1980629163976675779","full_text":"People are sleeping on Deep Agents.\n\nStart using them now.\n\nThis is a fun paper showcasing how to put together advanced deep agents for enterprise use cases.\n\nUses the best techniques: task decomposition, planning, specialized subagents, MCP for NL2SQL, file analysis, and more. https://t.co/UePZmIQkWR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684241202520238","view_count":15368,"bookmark_count":23,"created_at":1761066897000,"favorite_count":77,"quote_count":4,"reply_count":7,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"BREAKING: OpenAI launches ChatGPT Atlas. \n\nA new AI-powered browser built around ChatGPT.\n\nChat goes with you anywhere on the web. https://t.co/CjhEC89Ek1","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980689459785134240","view_count":2750,"bookmark_count":1,"created_at":1761068141000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Atlas is a great tool for \"vife-lifing\". \n\nYou can use the agent to delegate tasks (personal or professional) and hopefully improve productivity and curiosity. \n\nAvailable on MacOS. \n\nAgent is only available to Plus and Pro.\n\nMore personalization coming soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980688230904144086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980684242980884483","view_count":1407,"bookmark_count":2,"created_at":1761066897000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"It's OpenAI's attempt at combining the AI chat experience with the browser. \n\nChatGPT is the \"beating heart of Atlas\"!\n\nBuilt to be fast and flexible.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684241202520238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684244818301158","view_count":1741,"bookmark_count":4,"created_at":1761066897000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Three core features of Atlas:\n\n- Chat goes with you anywhere on the web\n- Browser memory to personalize the experience across the web\n- Agents can take actions for you https://t.co/LKcFw8l1cK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684242980884483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,94],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685471987507241","view_count":1222,"bookmark_count":3,"created_at":1761067190000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can invite ChatGPT to any tab you have open.\n\nIt can see the webpage and answer questions. https://t.co/gCe8Ao4ikB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684244818301158","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685725826691098","view_count":1448,"bookmark_count":3,"created_at":1761067251000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can do web searches and click through links to preview pages. \n\nAnd you can continue interacting with webpages seamlessly. https://t.co/7s6pBg1D3c","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685471987507241","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686101888041405","view_count":1424,"bookmark_count":2,"created_at":1761067340000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can polish your emails in-line. \n\nNo more copy-pasting your drafts.\n\nIt's called Cursor Chat. https://t.co/ClXCmO9Yv2","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685725826691098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,157],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686827347456380","view_count":1371,"bookmark_count":3,"created_at":1761067513000,"favorite_count":5,"quote_count":1,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use Agent mode with Atlas. \n\nThis means it can take actions for you. \n\nIt can do tasks in the background as you do other work in different tabs. https://t.co/8XHK746vWT","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686101888041405","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687393964388637","view_count":1118,"bookmark_count":1,"created_at":1761067648000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Agents can take over your browser whenever you want. \n\nAnd you can take back the control anytime you want or need. https://t.co/fGaEgtCqjw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686827347456380","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687837659034102","view_count":1325,"bookmark_count":1,"created_at":1761067754000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"For safety, you can manage in Agent mode whether ChatGPT works alongside you using your logged-in accounts or not. https://t.co/eS0QMQO9bo","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687393964388637","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980688230904144086","view_count":3283,"bookmark_count":3,"created_at":1761067848000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use incognito mode when you don't want ChatGPT to remember what you are doing in the browser. https://t.co/jy4noKCylP","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687837659034102","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":1230,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980997089120444595","view_count":26796,"bookmark_count":263,"created_at":1761141485000,"favorite_count":372,"quote_count":1,"reply_count":11,"retweet_count":65,"user_id_str":"3448284313","conversation_id_str":"1980997089120444595","full_text":"Scaling RL for Trillion-Scale Thinking Model\n\nScaling RL is hard! But this team might have figured out something.\n\nThey introduce Ring-1T, a 1T-parameter MoE reasoning model with ~50B params active per token.\n\nIt’s trained with a long-CoT SFT phase, a verifiable-rewards reasoning RL phase, then a general RLHF phase, and introduces three pieces that make trillion-scale RL actually run:\n\n- IcePop to stabilize updates\n\n- C3PO++ to keep GPUs busy under a token budget\n\n- ASystem to unify high-throughput RL stack\n\nOn benchmarks, it leads open weights on AIME-25, HMMT-25, ARC-AGI-1, LiveCodeBench, CodeForces, and ArenaHard v2.\n\nIt reaches silver-medal level on IMO-2025 using only natural-language reasoning.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"cme295.stanford.edu/syllabus/","expanded_url":"https://cme295.stanford.edu/syllabus/","url":"https://t.co/lpD2idL5co","indices":[311,334]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981030346037612847","view_count":42839,"bookmark_count":964,"created_at":1761149414000,"favorite_count":873,"quote_count":1,"reply_count":8,"retweet_count":153,"user_id_str":"3448284313","conversation_id_str":"1981030346037612847","full_text":"🎓Stanford CME295 Transformers & LLMs\n\nNice to see the new release of this new course on Transformers and LLMs.\n\nGreat way to catch up on the world of LLMs and AI Agents.\n\nIncludes topics like the basics of attention, mixture-of-experts, to agents.\n\nExcited to see more on evals. \n\nFirst lessons available now.\n\nhttps://t.co/lpD2idL5co","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981041821598781673","view_count":1442,"bookmark_count":2,"created_at":1761152150000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981041821598781673","full_text":"Great to see advancements in agentic browsers. \n\nOpenAI Atlas is dope and useful for research.\n\nBut it also reminds me how bad computer-use agents are.\n\nIt sucks at editing and formatting.\n\nWays to go still. Lots of opportunities here for founders.\n\nHave you tried it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[43,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]},{"id_str":"776585502606721024","name":"PyTorch","screen_name":"PyTorch","indices":[17,25]},{"id_str":"14930686","name":"Edward Z. Yang","screen_name":"ezyang","indices":[26,33]},{"id_str":"2786323310","name":"Adam Paszke","screen_name":"apaszke","indices":[34,42]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1981082383894839454","view_count":941,"bookmark_count":1,"created_at":1761161821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981035612540166556","full_text":"@soumithchintala @PyTorch @ezyang @apaszke Damn. I miss PyTorch conferences. Cool crew. :)","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1981035612540166556","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":315,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981373662524821996","view_count":14664,"bookmark_count":12,"created_at":1761231267000,"favorite_count":35,"quote_count":1,"reply_count":8,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981373662524821996","full_text":"Not sure what's up with ChatGPT lately.\n\nProjects don't work as they used to.\n\nI have moved all my Projects to Claude Code Skills.\n\nNight and day!\n\nSkills give you so much personalization. They can easily be adapted too!\n\nThe Claude team really cooked with this one.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981360482813710384","view_count":22232,"bookmark_count":179,"created_at":1761228125000,"favorite_count":234,"quote_count":6,"reply_count":15,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1981360482813710384","full_text":"Lookahead Routing for LLMs\n\nProposes Lookahead, a routing framework to enable more informed routing without full inference.\n\nAchieves an average performance gain of 7.7% over the state-of-the-art.\n\nHere is why it works:\n\nLookahead is a new framework for routing in multi-LLM systems, deciding which model should handle each query.\n\nKey idea: Instead of routing based only on the input query, Lookahead predicts latent representations of potential responses, giving it a “peek” into what each model would say without fully generating text.\n\nSmarter decisions: This response-aware prediction makes routing more context-sensitive and accurate, especially for open-ended or preference-driven tasks.\n\nEfficient learning: It’s highly data-efficient, reaching full performance with only 16% of training data compared to baselines, and learns better semantic representations for routing.\n\nDual design: Works with both causal and masked LM variants, generalizing across multiple architectures.\n\nPerformance: Outperforms state-of-the-art routing methods across seven benchmarks, with the biggest gains in nuanced, creative tasks.\n\nLookahead shows that adding lightweight generative foresight can make multi-model systems more adaptive and cost-efficient without needing full model inference.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364255564935339","view_count":13294,"bookmark_count":114,"created_at":1761229025000,"favorite_count":152,"quote_count":4,"reply_count":8,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"Builds an OS agent for long-horizon tasks.\n\nUses step-wise RL and self-evolve training to enable the agent to carry out long-horizon interactions.\n\nInstead of one big model doing everything, it uses multiple cooperating agents. One for memory and context, one for breaking down complex tasks, and another to check and fix mistakes along the way.\n\nThis is another great example of deep agents to personalize user-agent interactions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,10],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2178012643","name":"Balaji","screen_name":"balajis","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"balajis","lang":"qme","retweeted":false,"fact_check":null,"id":"1981348724157681903","view_count":527,"bookmark_count":0,"created_at":1761225322000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981343012010799545","full_text":"@balajis 🚀","in_reply_to_user_id_str":"2178012643","in_reply_to_status_id_str":"1981343012010799545","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,91],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","quoted_status_id_str":"1981373662524821996","quoted_status_permalink":{"url":"https://t.co/Rz4pIlMnvJ","expanded":"https://twitter.com/omarsar0/status/1981373662524821996","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1981433340801798335","view_count":8433,"bookmark_count":4,"created_at":1761245496000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1981432799212249119","full_text":"@OpenAI I have given up on Projects. It used to work so well and not sure what has changed:","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1981432799212249119","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.19386","expanded_url":"https://arxiv.org/abs/2510.19386","url":"https://t.co/FAqW4vi39w","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364268147888248","view_count":2746,"bookmark_count":6,"created_at":1761229028000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"https://t.co/FAqW4vi39w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981364255564935339","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":1180,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981798842866557281","view_count":56677,"bookmark_count":291,"created_at":1761332638000,"favorite_count":270,"quote_count":4,"reply_count":23,"retweet_count":23,"user_id_str":"3448284313","conversation_id_str":"1981798842866557281","full_text":"On Skills vs. Subagents\n\nBeen using Skills extensively for the past couple of days.\n\nBut like many other Claude Code users, I've been thinking about the difference between subagents and Skills. \n\nSubagents are useful for handing off subtasks (i.e., separation of concerns) from the main task (e.g., deep research with a planner). \n\nAnd skills are about loading context efficiently with a neat tiered system. \n\nSubagents can also leverage Skills.\n\nAnd I sometimes also use custom commands to orchestrate more complex scenarios. They are all useful features to have. \n\nWho knows? This will probably change again or will be unified into one efficient approach in the near future. \n\nBut one is clear today: planning, orchestrating, and context management are all useful patterns for current LLM-based agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,168],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1981793327956865504","view_count":60156,"bookmark_count":829,"created_at":1761331323000,"favorite_count":624,"quote_count":6,"reply_count":16,"retweet_count":120,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"Fundamentals of Building Autonomous LLM Agents\n\nGreat overview of LLM-based agents.\n\nGreat if you are just getting started with AI agents.\n\nThis covers the basics good. https://t.co/zqWYNKvc4i","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,52],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"221658618","name":"Geoffrey Litt","screen_name":"geoffreylitt","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"geoffreylitt","lang":"en","retweeted":false,"fact_check":null,"id":"1981731826990293142","view_count":671,"bookmark_count":0,"created_at":1761316661000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981720163968749736","full_text":"@geoffreylitt Good take. Roughly how I use AI today.","in_reply_to_user_id_str":"221658618","in_reply_to_status_id_str":"1981720163968749736","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.09244","expanded_url":"https://arxiv.org/abs/2510.09244","url":"https://t.co/BqxCInKwfM","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981793340158034389","view_count":5806,"bookmark_count":60,"created_at":1761331326000,"favorite_count":34,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"https://t.co/BqxCInKwfM","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981793327956865504","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":45,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,133],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1982463725589168152","view_count":13170,"bookmark_count":45,"created_at":1761491159000,"favorite_count":139,"quote_count":3,"reply_count":17,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1982463725589168152","full_text":"Curious how Kimi CLI will stack up against Claude Code and the like. \n\nI think there is a lot of room for innovation with CLI agents. https://t.co/h6lRvpVbXL","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":547,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983175377393479759","view_count":18485,"bookmark_count":56,"created_at":1761660830000,"favorite_count":132,"quote_count":6,"reply_count":26,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"Damn it! Now it’s hard to think of building AI agents without access to the filesystem and agentic search.\n\nClaude Code has spoiled me.\n\nBut my agents are so darn better with bash, glob, grep, files, skills, and the like. \n\nMemory, context engineering, evals, etc — all better.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180523473354906","view_count":44828,"bookmark_count":401,"created_at":1761662057000,"favorite_count":391,"quote_count":2,"reply_count":23,"retweet_count":61,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"Microsoft's open-source game is on 🔥!\n\nThey release Agent Lightning to help optimize multi-agent systems.\n\nIt works with popular agent frameworks. Barely any code change needed.\n\nIntegrates algos like RL, Automatic Prompt Optimization, Supervised Fine-tuning, and more. https://t.co/6dbmVQeLYU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983195339382501476","quoted_status_permalink":{"url":"https://t.co/TfSChnt80H","expanded":"https://twitter.com/taranjeetio/status/1983195339382501476","display":"x.com/taranjeetio/st…"},"retweeted":false,"fact_check":null,"id":"1983200901402927115","view_count":16522,"bookmark_count":58,"created_at":1761666915000,"favorite_count":128,"quote_count":0,"reply_count":10,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1983200901402927115","full_text":"Memory for AI agents is a bigger deal than it looks.\n\nHuge congrats to the Mem0 team on their Series A.\n\nI've been building with mem0 for the past couple of months. It's clear this team is building some impressive stuff.\n\nCheck them out if you are an AI dev building agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1882380791751303168","name":"arti","screen_name":"claudeusmaximus","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"claudeusmaximus","lang":"en","retweeted":false,"fact_check":null,"id":"1983186700810760214","view_count":197,"bookmark_count":0,"created_at":1761663529000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@claudeusmaximus i wouldn't throw away vector dbs just yet -- there is a world where both and even emerging search tools exist","in_reply_to_user_id_str":"1882380791751303168","in_reply_to_status_id_str":"1983181568207401040","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1983186373881561446","view_count":170,"bookmark_count":0,"created_at":1761663452000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@iamrobotbear yeah, that would be great","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1983185724716528105","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1534421484546174976","name":"Taranjeet","screen_name":"taranjeetio","indices":[0,12]},{"id_str":"1670746017828859904","name":"mem0","screen_name":"mem0ai","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"taranjeetio","lang":"en","retweeted":false,"fact_check":null,"id":"1983201017601896723","view_count":1255,"bookmark_count":0,"created_at":1761666943000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983195339382501476","full_text":"@taranjeetio @mem0ai Congrats!","in_reply_to_user_id_str":"1534421484546174976","in_reply_to_status_id_str":"1983195339382501476","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/microsoft/agen…","expanded_url":"https://github.com/microsoft/agent-lightning","url":"https://t.co/guN9Q93Uig","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180535943118949","view_count":3508,"bookmark_count":32,"created_at":1761662060000,"favorite_count":35,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"https://t.co/guN9Q93Uig","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983180523473354906","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":566,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983630211506958699","view_count":14776,"bookmark_count":6,"created_at":1761769271000,"favorite_count":38,"quote_count":3,"reply_count":12,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983630211506958699","full_text":"What happened to AGI?\n\nI don't see anyone mentioning it on my timeline anymore. \n\nApparently, it's now ASI. :)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983637226996298210","view_count":28999,"bookmark_count":172,"created_at":1761770943000,"favorite_count":178,"quote_count":0,"reply_count":18,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1983637226996298210","full_text":"There is so much value in data for training/tuning LLM agents.\n\nBut there aren't too many good public ones.\n\nIf you do find a good one, it's not in a standard format, and tools vary.\n\nAgent Data Protocol attempts to solve this by unifying datasets for fine-tuning LLM agents. https://t.co/pzSkHzoNlT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.24699","expanded_url":"https://arxiv.org/abs/2510.24699","url":"https://t.co/Vqy0hRwKOR","indices":[1530,1553]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983646041850495140","view_count":25802,"bookmark_count":387,"created_at":1761773045000,"favorite_count":343,"quote_count":3,"reply_count":11,"retweet_count":51,"user_id_str":"3448284313","conversation_id_str":"1983646041850495140","full_text":"This is actually a clever context engineering technique for web agents.\n\nIt's called AgentFold, an agent that acts as a self-aware knowledge manager.\n\nIt treats context as a dynamic cognitive workspace by folding information at different scales:\n\n- Light folding: Compressing small details while keeping the important stuff\n\n- Deep folding: Combining multiple steps or tasks into a simplified summary\n\nMore of my notes:\n\n1) Solving context saturation – Traditional ReAct-based web agents accumulate noisy histories, causing context overload, while fixed summarization methods risk irreversible information loss. AgentFold introduces a dynamic folding paradigm that balances detail preservation with efficient compression.\n\n2) Proactive context management – Rather than passively logging history, AgentFold actively manages its workspace through multi-scale folding operations, adapting to task complexity and information density in real-time.\n\n3) Impressive efficiency – AgentFold-30B achieves 36.2% on BrowseComp and 47.3% on BrowseComp-ZH, outperforming dramatically larger open-source models like DeepSeek-V3.1-671B and surpassing proprietary agents like OpenAI's o4-mini.\n\n4) Simple training approach – Achieved through SFT without requiring continual pre-training or RL, making it more accessible for AI practitioners.\n\n5) Significant resource advantage – Achieves competitive performance with 30B parameters versus competitors using 671B+ parameters. Major efficiency gains for web agent development and deployment.\n\nPaper: https://t.co/Vqy0hRwKOR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,94],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2309105822","name":"Eric Jang","screen_name":"ericjang11","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"ericjang11","lang":"en","retweeted":false,"fact_check":null,"id":"1983341537150054546","view_count":614,"bookmark_count":0,"created_at":1761700445000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983257382739390820","full_text":"@ericjang11 So cool to see your years of work come to life like this. What an exciting future.","in_reply_to_user_id_str":"2309105822","in_reply_to_status_id_str":"1983257382739390820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983558992141189401","view_count":3,"bookmark_count":0,"created_at":1761752291000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician in what sense?","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983557629315068111","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"240008974","name":"Greg Kamradt","screen_name":"GregKamradt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"GregKamradt","lang":"en","retweeted":false,"fact_check":null,"id":"1983557531348988200","view_count":124,"bookmark_count":1,"created_at":1761751942000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983186681240174791","full_text":"@GregKamradt I used to do this a lot but now I just switch to plan mode when I don’t want code to be written. And then switch back to auto edits or manually approved edits depending on complexity of task. Shift + Tab does it for me.","in_reply_to_user_id_str":"240008974","in_reply_to_status_id_str":"1983186681240174791","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,18],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1495078042498002950","name":"finbarr","screen_name":"finbarrtimbers","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"finbarrtimbers","lang":"qme","retweeted":false,"fact_check":null,"id":"1983523296873214152","view_count":417,"bookmark_count":0,"created_at":1761743780000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983272290520576182","full_text":"@finbarrtimbers ❤️","in_reply_to_user_id_str":"1495078042498002950","in_reply_to_status_id_str":"1983272290520576182","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983560946405589395","view_count":4,"bookmark_count":0,"created_at":1761752757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician Not sure how others use Claude Code, but I am using both MCP and Skills in all my workflows.","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983559552910966963","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":705,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892163990843692","view_count":21556,"bookmark_count":239,"created_at":1761831725000,"favorite_count":294,"quote_count":5,"reply_count":11,"retweet_count":54,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Graph-based Agent Planning\n\nIt lets AI agents run multiple tools in parallel to accelerate task completion.\n\nUses graphs to map tool dependencies + RL to learn the best execution order.\n\nRL also helps with scheduling strategies and planning.\n\nMajor speedup for complex tasks. https://t.co/3w5rluxJfm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983662836896448756","quoted_status_permalink":{"url":"https://t.co/fHpZcgxjzl","expanded":"https://twitter.com/cognition/status/1983662836896448756","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1983892272492978178","view_count":7503,"bookmark_count":12,"created_at":1761831751000,"favorite_count":30,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983892272492978178","full_text":"It's pretty exciting to see how fast agentic models are getting. \n\nBesides improved reliability, speed is a must for coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915573215162873","view_count":41421,"bookmark_count":142,"created_at":1761837306000,"favorite_count":320,"quote_count":3,"reply_count":21,"retweet_count":34,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🚀 MiniMax-M2 is the new top-tier open model for agentic workflows and advanced coding.\n\n• #1 Open-source Model & #4 Intelligence (Artificial Analysis)\n• 200k context window (128K max output tokens)\n• ~100 TPS throughput\n• 8% Claude Sonnet price, ~2x faster\n\nMore details: https://t.co/75bNpTJmY4","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983963939646881854","quoted_status_permalink":{"url":"https://t.co/BylacwdRYN","expanded":"https://twitter.com/claudeai/status/1983963939646881854","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1983976239531761888","view_count":38493,"bookmark_count":253,"created_at":1761851770000,"favorite_count":219,"quote_count":1,"reply_count":6,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"This has been one of the most epic uses of Skills.\n\nBuilding, testing, and optimizing MCP tools.\n\nA few of my MCP tools are agent-powered, so I ended up generalizing the skill to optimize agents and context.\n\nWriting, evals, data analysis, most of it moved to Claude Code now. 🚀","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983916779660362154","view_count":3130,"bookmark_count":2,"created_at":1761837594000,"favorite_count":11,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Personally, it's very exciting to see open efforts for models that do well for agentic workflows. \n\nLet me know if you would like to see a guide on this and how I have started to use it for AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915652764332401","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983979069432852744","view_count":3251,"bookmark_count":6,"created_at":1761852445000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983976239531761888","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915592055968239","view_count":1086,"bookmark_count":4,"created_at":1761837311000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🐙 Engineered for Agents & Code\n\n• M2 excels in math, science, and code.\n• #1 Open-source Model & #4 Intelligence (by Artificial Analysis & LMArena)\n• Crushes SWE-Bench + Terminal-Bench.\n• Comparable to top proprietary models in BrowseComp.\n\nPowered by MiniMax’s CISPO scaling algorithm, the technique is highlighted in Meta’s \"Art of Scaling RL Compute.\"","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915573215162873","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,189],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915607608455540","view_count":525,"bookmark_count":2,"created_at":1761837314000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"1️⃣ #1 on OpenRouter's Top Today Chart!\n\nJust a few days after release, it's trending to be the top open-source model in terms of token usage in OpenRouter.\n\nIt's taking off really quickly. https://t.co/MIa57aZyLd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915592055968239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915623181894127","view_count":459,"bookmark_count":1,"created_at":1761837318000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"👨💻 Agentic Intelligence, Simplified\n\nSupports full dev cycles: multi-file edits → run → debug → auto-fix.\n\nM2 enables developers to transition seamlessly from the shell to the browser to MCP tools. Great for agents & long-horizon tasks.\n\nM2 plans, executes, retrieves, and self-corrects autonomously.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915607608455540","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/MiniMax-AI/Min…","expanded_url":"https://github.com/MiniMax-AI/MiniMax-M2","url":"https://t.co/cBgswjsHzG","indices":[250,273]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915635655766483","view_count":977,"bookmark_count":4,"created_at":1761837321000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🧠 Built for Efficiency & Accuracy\n\nBuilt for multi-hop, retrieval-heavy reasoning.\n\nM2 also shows that activation size matters.\n\nIt uses 10B activations, which leads to more responsive agent loops + better unit economics.\n\nMore info in the repo: https://t.co/cBgswjsHzG","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915623181894127","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,250],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/elvism2","expanded_url":"https://bit.ly/elvism2","url":"https://t.co/i0r1R48XXb","indices":[107,130]},{"display_url":"platform.minimax.io/docs/guides/te…","expanded_url":"https://platform.minimax.io/docs/guides/text-generation","url":"https://t.co/YdCOkaAbo2","indices":[138,161]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915652764332401","view_count":3905,"bookmark_count":12,"created_at":1761837325000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Free for all devs, globally via MiniMax Agent and APIs for a limited time.\n\nTry it:\n🔹 MiniMax Agent (Web): https://t.co/i0r1R48XXb\n🔹 API: https://t.co/YdCOkaAbo2\n\nAlso live across Claude Code, Cursor, Cline, Roo Code, Grok CLI, Gemini CLI & more. https://t.co/chVipM5l6O","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915635655766483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,180],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1983976239531761888","url":"https://t.co/O5K64wV3Sg","indices":[157,180]}],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1983976239531761888","quoted_status_permalink":{"url":"https://t.co/O5K64wV3Sg","expanded":"https://x.com/omarsar0/status/1983976239531761888","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1983977067374113202","view_count":1536,"bookmark_count":9,"created_at":1761851968000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983961480254083225","full_text":"@trq212 Actually, the easiest might be Claude Code + Skills. ;)\n\nSkills have allowed me to better package best practices into how I build agentic systems. \n\nhttps://t.co/O5K64wV3Sg","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1983961480254083225","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.25320","expanded_url":"https://arxiv.org/abs/2510.25320","url":"https://t.co/1Zv2ziLTDV","indices":[7,30]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892176892522642","view_count":3223,"bookmark_count":17,"created_at":1761831728000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Paper: https://t.co/1Zv2ziLTDV","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983892163990843692","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","retweeted":false,"fact_check":null,"id":"1983979175020003663","view_count":1234,"bookmark_count":2,"created_at":1761852470000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983963930356752820","full_text":"Thanks for the feature. I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1983963941199102450","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":497,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983556187632365712","quoted_status_permalink":{"url":"https://t.co/Q5cfxJfnTr","expanded":"https://twitter.com/zeeg/status/1983556187632365712","display":"x.com/zeeg/status/19…"},"retweeted":false,"fact_check":null,"id":"1984069751518515644","view_count":12338,"bookmark_count":19,"created_at":1761874065000,"favorite_count":48,"quote_count":0,"reply_count":6,"retweet_count":6,"user_id_str":"3448284313","conversation_id_str":"1984069751518515644","full_text":"The “MCP is dead” camp is just as clueless as the “RAG is dead” camp.\n\nThey have absolutely no clue what they are talking about.\n\nJust watch what happens in the next couple of weeks in this timeline.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984235423707844958","view_count":37257,"bookmark_count":179,"created_at":1761913564000,"favorite_count":141,"quote_count":0,"reply_count":11,"retweet_count":14,"user_id_str":"3448284313","conversation_id_str":"1984235423707844958","full_text":"Excited to announce our academy's first cohort-based course, Building Effective AI Agents.\n\nThis is the one solution that teaches, end-to-end, how to build, evaluate, and deploy AI agents.\n\nFor 1 month, you'll build with cutting-edge techniques like memory and deep agents. https://t.co/WSHrGS0mnU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984248563711586493","view_count":40089,"bookmark_count":263,"created_at":1761916697000,"favorite_count":442,"quote_count":2,"reply_count":40,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"The more I use Claude Code, the more it makes me believe that I can build whatever I want.\n\nIt coded this little feature flawlessly in one shot.\n\nIt's a luxury feature (I haven't had the time to implement it) that lots of people have been asking for our guides. \n\nShipping soon! https://t.co/qISPApi7lS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1984251183331262739","quoted_status_permalink":{"url":"https://t.co/McUYOwPQJa","expanded":"https://twitter.com/dair_ai/status/1984251183331262739","display":"x.com/dair_ai/status…"},"retweeted":false,"fact_check":null,"id":"1984253171334893809","view_count":7641,"bookmark_count":13,"created_at":1761917796000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984253171334893809","full_text":"One of the many AI-powered tools we are providing to our academy subs. \n\nIt's in beta, but I believe it's already extremely useful to students navigating technical AI courses. \n\nIt can even translate, which is a super boost for some of our learners.\n\nStay tuned for more!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863959670169501696","name":"Kimi.ai","screen_name":"Kimi_Moonshot","indices":[0,14]},{"id_str":"1471128655699062784","name":"Zed","screen_name":"zeddotdev","indices":[15,25]}]},"favorited":false,"in_reply_to_screen_name":"Kimi_Moonshot","lang":"en","retweeted":false,"fact_check":null,"id":"1984251629026308362","view_count":1722,"bookmark_count":0,"created_at":1761917428000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984207733177090274","full_text":"@Kimi_Moonshot @zeddotdev Huge! Congrats, team.","in_reply_to_user_id_str":"1863959670169501696","in_reply_to_status_id_str":"1984207733177090274","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,103],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38821351","name":"Klaas","screen_name":"forgebitz","indices":[0,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}]},"favorited":false,"in_reply_to_screen_name":"forgebitz","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984237838779703623","view_count":1164,"bookmark_count":4,"created_at":1761914140000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984214576033100048","full_text":"@forgebitz Interesting idea. I was thinking of the same lately after seeing this in the Anthropic docs: https://t.co/gAARQYnsOO","in_reply_to_user_id_str":"38821351","in_reply_to_status_id_str":"1984214576033100048","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,204],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","retweeted":false,"fact_check":null,"id":"1984304979671224702","view_count":5995,"bookmark_count":2,"created_at":1761930148000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984304194837528864","full_text":"@OpenAI I really wish Atlas would improve on more advanced browser operations. It can click buttons and do regular browsing, but it gets stuck quite often when it's adding, formatting, or creating things.","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1984304194837528864","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"promptingguide.ai/agents/deep-ag…","expanded_url":"https://www.promptingguide.ai/agents/deep-agents","url":"https://t.co/EP15vqHmOL","indices":[108,131]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984280472365760852","view_count":6547,"bookmark_count":14,"created_at":1761924305000,"favorite_count":19,"quote_count":0,"reply_count":4,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"This is roughly how it would work. You can click on copy markdown or send the guide to ChatGPT or Claude. \n\nhttps://t.co/EP15vqHmOL https://t.co/hUXeh130Du","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984248563711586493","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1984281498057687053","view_count":3350,"bookmark_count":3,"created_at":1761924549000,"favorite_count":11,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"I am pushing out lots of improvements to the guide, including new advanced guides, in the coming weeks. \n\nClaude Code has been instrumental in maintaining this open-source project.\n\nI feel like I can now ship all the luxury features I had in mind for the guide. More soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984280472365760852","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","retweeted":false,"fact_check":null,"id":"1984281863679328336","view_count":504,"bookmark_count":0,"created_at":1761924637000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"@theideogenesis I have been trying it for the past couple of weeks, but it just doesn't stick for some reason.","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1984281595214492083","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":450,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984641893519839271","view_count":81503,"bookmark_count":449,"created_at":1762010474000,"favorite_count":505,"quote_count":3,"reply_count":32,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"Simplicity is at the heart of great software.\n\nThis is one of the reasons why Claude Code has been sticky for me.\n\nAs a builder, I love planning and brainstorming, and this is now a key focus of Claude Code.\n\nI use Shift + Tab a lot to cycle between brainstorming, planning, and execution.\n\nThis functionality provides the appropriate interface for me to either be very involved or less involved as I please.\n\nThis works particularly well when building out new and complex features or entire new projects.\n\nThis saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that.\n\nI have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed.\n\nVibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1984647765377307081","view_count":923,"bookmark_count":0,"created_at":1762011874000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984645815361814672","full_text":"@OfficialLoganK 💯 vibe coding removes so many barriers","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1984645815361814672","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,80],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1899832852910624768","name":"CrazyAI Tech","screen_name":"CrazyAITech","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"CrazyAITech","lang":"en","retweeted":false,"fact_check":null,"id":"1984645346706747549","view_count":1624,"bookmark_count":1,"created_at":1762011298000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@CrazyAITech there is a good reason why i use it inside the IDE but yeah i agree","in_reply_to_user_id_str":"1899832852910624768","in_reply_to_status_id_str":"1984644313788133486","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1727823147045388288","name":"TrevorPillows","screen_name":"TrevorPillowsSa","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"TrevorPillowsSa","lang":"en","retweeted":false,"fact_check":null,"id":"1984648134706774371","view_count":79,"bookmark_count":0,"created_at":1762011962000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@TrevorPillowsSa it's not only bugs... it's design taste, architecture decisions, and other important decisions","in_reply_to_user_id_str":"1727823147045388288","in_reply_to_status_id_str":"1984647392453673433","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":109,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985022450606714899","view_count":36665,"bookmark_count":107,"created_at":1762101206000,"favorite_count":127,"quote_count":1,"reply_count":19,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Proactive agents are going to fundamentally change how we interact with software.\n\nTraditional software and UI/UX are about to get a major upgrade.\n\nProactive agents will eliminate broken interfaces.\n\nWe know really well that the way we interact with computers and devices today is broken (including mobile phones), and I believe we might finally be able to fix that.\n\nProactive agents will carry out an insane amount of work for you, and the way we provide them feedback and assess outputs cannot be supported by current interfaces.\n\nCurrent interfaces limit proactive agents.\n\nWe need to reassess how we interact with software, hardware, and digital information. There is a lot of work to do on the research and engineering front. First-principles thinking will thrive here.\n\nThe change is coming whether you like it or not.\n\nI can't wait for the day when I don't have to waste time looking or chatting for information in a million tabs in my browser.\n\nMost of my work already happens in Claude Code. From writing, to evals, to data analysis, to deep research, all the way to coding entire apps and building new experiences for our communities. Coding agents also scale nicely with parallelizing tasks. But that's touching the surface. I believe it's a glimpse of the future that's coming. A new form factor could emerge, too.\n\nI also like using ChatGPT Pulse daily, which is basically a proactive AI looking for what it thinks I will enjoy reading. Not only that, it is also shaping my health habits and how to improve as a person.\n\nProactive agents will be able to work 24 hours a day (all year round), which means more can get done in shorter timelines, leading to significant boosts in productivity across the board.\n\nI know for many, this will feel like a very optimistic view. I, too, will acknowledge the limitations of LLM-based agents. But I am already building personalized proactive agents for the future, and even with its current limitations, it's already enabling and accelerating my impact through various efforts in open-source, consulting, science, and education. I feel like we have built a good foundation to accelerate how much positive impact we can bring to our customers and communities.\n\nThe most exciting change I am witnessing in my life is the balance that this technology brings. I can finally build relentlessly (with AI assistants), take care of my health (and those of my loved ones), and explore new passions. Proactive agents will only accelerate this further.\n\nLots of changes, socially, economically, culturally, and philosophically, will happen. Still thinking deeply about how this changes the way we accelerate humanity. \n\nFeel free to disagree/agree with me. I would love to genuinely hear how others are thinking of a future with abundant AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"GoogleAIStudio","lang":"en","retweeted":false,"fact_check":null,"id":"1985095499926360108","view_count":1428,"bookmark_count":0,"created_at":1762118623000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985095028612698534","full_text":"@GoogleAIStudio Great addition. Thank you!","in_reply_to_user_id_str":"1742923424056713217","in_reply_to_status_id_str":"1985095028612698534","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,286],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3284645496","name":"Md. Mehedi Hasan Rakib","screen_name":"mehedi_u","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"mehedi_u","lang":"en","retweeted":false,"fact_check":null,"id":"1985028498180710883","view_count":282,"bookmark_count":0,"created_at":1762102648000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Great question. That's why I initially started this note on interfaces. I think that's where a lot of innovation needs to happen. I suspect new form factors or changing fundamentally how we interact with AI/software. On the agency part, I think that's where personalization or true understanding of our individual experiences will come into play. I don't think AI is there today. Lots to think about here, but just sharing quick thoughts.","in_reply_to_user_id_str":"3284645496","in_reply_to_status_id_str":"1985027377013961156","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1985023375563981297","view_count":173,"bookmark_count":0,"created_at":1762101427000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@SrinivasValekar One of the areas I am spending a lot of time on recently. So much we can build here.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1985023080251695430","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"102288215","name":"Swayson","screen_name":"Swayson","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Swayson","lang":"en","retweeted":false,"fact_check":null,"id":"1985024481581023458","view_count":123,"bookmark_count":0,"created_at":1762101691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@Swayson I can admit there were issues early on but this has improved with better interfaces and workflows.","in_reply_to_user_id_str":"102288215","in_reply_to_status_id_str":"1985024027010998610","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,185],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4697265492","name":"Ak afridi","screen_name":"afridi_aka1","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"afridi_aka1","lang":"en","retweeted":false,"fact_check":null,"id":"1985029233710678035","view_count":72,"bookmark_count":0,"created_at":1762102824000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@afridi_aka1 I like the mention of intuity here. So much progress on personalization needs to happen. And I think that's the area that we, as a field, have not been able to crack (yet).","in_reply_to_user_id_str":"4697265492","in_reply_to_status_id_str":"1985028663050375633","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,195],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"346640777","name":"Matt Pocock","screen_name":"mattpocockuk","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mattpocockuk","lang":"en","retweeted":false,"fact_check":null,"id":"1985025447625896143","view_count":2925,"bookmark_count":2,"created_at":1762101921000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984971345839439880","full_text":"@mattpocockuk Windsurf takes the crown for me. Haven't had the need to change it since I installed it. I know their team has worked really hard on the tab to complete, and they keep improving it.","in_reply_to_user_id_str":"346640777","in_reply_to_status_id_str":"1984971345839439880","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":334,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348779193860414","view_count":31167,"bookmark_count":168,"created_at":1762179009000,"favorite_count":150,"quote_count":2,"reply_count":13,"retweet_count":22,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Long-term memory doesn't have to suck!\n\nHere is the problem: even LLMs with 1M token windows struggle substantially as dialogues lengthen.\n\nRaw context capacity alone is insufficient for effective long-term conversational memory.\n\nOn the other hand, hybrid memory approaches work really well on AI agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985358804469284945","view_count":6743,"bookmark_count":10,"created_at":1762181399000,"favorite_count":51,"quote_count":1,"reply_count":7,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985358804469284945","full_text":"Vibe coding is cute, but pair it with intentional development cycles, and watch how far you can take a project with coding agents today.\n\nLearn to code and vibe code. You won't regret it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985353551984427435","view_count":11085,"bookmark_count":75,"created_at":1762180147000,"favorite_count":92,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985353551984427435","full_text":"Cool project showcasing the use of multi-agent systems for scientific research. https://t.co/zTBaYYbrcd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985383441953923221","quoted_status_permalink":{"url":"https://t.co/afIj7eO4Ef","expanded":"https://twitter.com/garrytan/status/1985383441953923221","display":"x.com/garrytan/statu…"},"retweeted":false,"fact_check":null,"id":"1985406276986098174","view_count":22025,"bookmark_count":62,"created_at":1762192718000,"favorite_count":84,"quote_count":1,"reply_count":14,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985406276986098174","full_text":"Mostly agree with this. \n\n\"Write evals\" sounds scary to most people, but it's a stand-out skill for AI agent builders today.\n\nFrom building datasets to verification to understanding how to connect metrics to business value.\n\nEvals are now a requirement in our academy.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348795098673594","view_count":781,"bookmark_count":14,"created_at":1762179013000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"This paper proposes LIGHT, a cognitive-inspired framework that equips LLMs with three complementary memory systems.\n\n(Paper in the last tweet)\n\n- 1) episodic memory - a vector database storing key-value pairs and summaries of dialogue turns for retrieval,\n- 2) working memory - the most recent dialogue pairs, and\n- 3) a scratchpad - an iteratively compressed semantic layer that accumulates salient facts, user instructions, and temporal anchors after each turn.\n\nAt inference time, the LLM generates responses by conditioning on retrieved episodic content, working memory context, and filtered scratchpad entries relevant to the query.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348779193860414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985348807849300249","view_count":2947,"bookmark_count":1,"created_at":1762179016000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Key Results/Insights:\n\nLIGHT consistently outperforms both long-context LLMs and RAG baselines across all conversation lengths, with improvements growing as context increases: +49-60% at 100K-1M tokens, and dramatic +107-156% gains at 10M tokens where no model natively supports full context.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348795098673594","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.27246","expanded_url":"https://arxiv.org/abs/2510.27246","url":"https://t.co/wR2fwdzVoJ","indices":[421,444]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348825197039718","view_count":2942,"bookmark_count":4,"created_at":1762179020000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"The framework shows the largest relative improvements in tasks requiring long-range reasoning: summarization (+160.6%), multi-hop reasoning (+27.2%), and preference following (+76.5%).\n\nAblation studies reveal that all components become increasingly essential as context grows. At 10M tokens, removing any single component causes significant performance drops (retrieval -8.5%, scratchpad -3.7%, noise filtering -8.3%).\n\nhttps://t.co/wR2fwdzVoJ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348807849300249","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"12963432","name":"Armin Ronacher ⇌","screen_name":"mitsuhiko","indices":[0,10]},{"id_str":"1901022787164401666","name":"Amp","screen_name":"AmpCode","indices":[11,19]}]},"favorited":false,"in_reply_to_screen_name":"mitsuhiko","lang":"en","retweeted":false,"fact_check":null,"id":"1985380447614894151","view_count":993,"bookmark_count":0,"created_at":1762186559000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985338965516247395","full_text":"I find this puzzling as well. Like, there are so many ways to use coding agents, and there are even free ones too. \n\nI use coding agents (paid ones) for my side projects, as it also provides a good test bed to gain experience on where to improve my workflows and pushes me to figure out how to ship things faster.","in_reply_to_user_id_str":"12963432","in_reply_to_status_id_str":"1985338965516247395","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":1084,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985745152204554720","view_count":18124,"bookmark_count":215,"created_at":1762273512000,"favorite_count":216,"quote_count":3,"reply_count":12,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1985745152204554720","full_text":"Tools-to-Agent Retrieval\n\nThis work presents a unified vector space embedding of both tools and agents with metadata links.\n\nEnables fine-grained tool-level and agent retrieval.\n\nIt's a great context engineering approach in that it retrieves at both the tool and agent levels using a joint index, returning whichever better matches the query.\n\nIt preserves fine-grained tool details while keeping the agent context intact, avoiding the information loss from collapsing many tools into coarse descriptions.\n\nThis is useful for scaling tools and multi-agent systems.\n\nHuge improvements on LiveMCPBench.\n\nPaper: arxiv. org/abs/2511.01854","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747392558481584","view_count":114,"bookmark_count":4,"created_at":1762274046000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747392558481584","full_text":"Context Engineering 2.0\n\nThis reports discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747789796483109","view_count":79242,"bookmark_count":865,"created_at":1762274141000,"favorite_count":744,"quote_count":9,"reply_count":30,"retweet_count":147,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"Context Engineering 2.0\n\nThis report discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities, so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"974757274206978049","name":"cat","screen_name":"_catwu","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"_catwu","lang":"en","retweeted":false,"fact_check":null,"id":"1985763059403473162","view_count":227,"bookmark_count":0,"created_at":1762277781000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985754411675930775","full_text":"@_catwu Nice. Thanks!","in_reply_to_user_id_str":"974757274206978049","in_reply_to_status_id_str":"1985754411675930775","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,61],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1962061010849697792","name":"Min Chon Chi","screen_name":"MinChonChiSF","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"MinChonChiSF","lang":"en","retweeted":false,"fact_check":null,"id":"1985756195013918736","view_count":1692,"bookmark_count":0,"created_at":1762276145000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"@MinChonChiSF Yeah, that's the part I like about this report.","in_reply_to_user_id_str":"1962061010849697792","in_reply_to_status_id_str":"1985755327250260413","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":2679,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1986099467914023194","view_count":173591,"bookmark_count":2609,"created_at":1762357987000,"favorite_count":1520,"quote_count":11,"reply_count":55,"retweet_count":233,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"Anthropic just posted another banger guide.\n\nThis one is on building more efficient agents to handle more tools and efficient token usage.\n\nThis is a must-read for AI devs!\n\n(bookmark it)\n\nIt helps with three major issues in AI agent tool calling: token costs, latency, and tool composition.\n\nHow? It combines code executions with MCP, where it turns MCP servers into code APIs rather than direct tool calls.\n\nHere is all you need to know:\n\n1. Token Efficiency Problem: Loading all MCP tool definitions upfront and passing intermediate results through the context window creates massive token overhead, sometimes 150,000+ tokens for complex multi-tool workflows.\n\n2. Code-as-API Approach: Instead of direct tool calls, present MCP servers as code APIs (e.g., TypeScript modules) that agents can import and call programmatically, reducing the example workflow from 150k to 2k tokens (98.7% savings).\n\n3. Progressive Tool Discovery: Use filesystem exploration or search_tools functions to load only the tool definitions needed for the current task, rather than loading everything upfront into context. This solves so many context rot and token overload problems.\n\n4. In-Environment Data Processing: Filter, transform, and aggregate data within the code execution environment before passing results to the model. E.g., filter 10,000 spreadsheet rows down to 5 relevant ones.\n\n5. Better Control Flow: Implement loops, conditionals, and error handling with native code constructs rather than chaining individual tool calls through the agent, reducing latency and token consumption.\n\n6. Privacy: Sensitive data can flow through workflows without entering the model's context; only explicitly logged/returned values are visible, with optional automatic PII tokenization.\n\n7. State Persistence: Agents can save intermediate results to files and resume work later, enabling long-running tasks and incremental progress tracking.\n\n8. Reusable Skills: Agents can save working code as reusable functions (with SKILL .MD documentation), building a library of higher-level capabilities over time.\n\nThis approach is complex and it's not perfect, but it should enhance the efficiency and accuracy of your AI agents across the board.\n\nanthropic. com/engineering/code-execution-with-mcp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[136,146]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986118895108002012","view_count":11456,"bookmark_count":36,"created_at":1762362619000,"favorite_count":44,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Confidence is everything when building great software.\n\nLove how Yansu is approaching this.\n\nYansu is a new AI coding platform built by @isoformai for serious and complex software development.\n\nIt puts scenario simulation before coding.\n\nHere is the sauce: https://t.co/GSPmLAr09r","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1985755284527010167","quoted_status_permalink":{"url":"https://t.co/94DayvkGsO","expanded":"https://twitter.com/cognition/status/1985755284527010167","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1986078529641975809","view_count":10506,"bookmark_count":28,"created_at":1762352995000,"favorite_count":61,"quote_count":0,"reply_count":5,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986078529641975809","full_text":"Code understanding is a huge unlock for devs building with coding agents. \n\nWindsurf Codemaps is an exciting feature and a good example of what effective and automatic context engineering looks like.\n\nThis really has the potential to unleash 10x AI engineers. https://t.co/gRkHxdSMmx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2173922899","name":"Shubham Desale","screen_name":"Shubham_dd","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Shubham_dd","lang":"en","retweeted":false,"fact_check":null,"id":"1986140364860805600","view_count":5139,"bookmark_count":0,"created_at":1762367738000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@Shubham_dd Yeah I think I read that too.","in_reply_to_user_id_str":"2173922899","in_reply_to_status_id_str":"1986137343393472532","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"723459461751418880","name":"Adam Dittrich","screen_name":"AdamDittrichOne","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"AdamDittrichOne","lang":"en","retweeted":false,"fact_check":null,"id":"1986181460055728423","view_count":3585,"bookmark_count":0,"created_at":1762377536000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@AdamDittrichOne I am working on some new material to make all of these context engineering approaches and MCP building more accessible. More soon.","in_reply_to_user_id_str":"723459461751418880","in_reply_to_status_id_str":"1986157072690389145","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/491WwY7","expanded_url":"https://bit.ly/491WwY7","url":"https://t.co/tM2N0plpAc","indices":[250,273]}],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[49,59]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986119200822468838","view_count":3986,"bookmark_count":6,"created_at":1762362692000,"favorite_count":18,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Don't just take my word for it.\n\nWith Yansu, the @isoformai team is already helping mid-market enterprise clients cut time to value by 83%.\n\nIt has saved up to $100,000 per project.\n\nAnd even helped teams recover 3-6 months of revenue.\n\nTry it here: https://t.co/tM2N0plpAc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986119188600197486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":1111,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439248745275577","view_count":50988,"bookmark_count":636,"created_at":1762438997000,"favorite_count":429,"quote_count":0,"reply_count":23,"retweet_count":48,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Building MCP tools for LLMs is a standout AI skill today.\n\nI just launched a short, hands-on lab to help everyone build their first MCP server and integrate it with AI tools like ChatGPT and Claude.\n\nAnyone (even non-technical people) will find the lab useful.\n\nWhat you will learn:\n\n- How to index your data into Pinecone (popular vector store)\n- Build an MCP server in n8n on top of the data source\n- Build and connect an agentic search tool that efficiently retrieves data from your Pinecone datasource\n- And connect and test your MCP server and tools inside ChatGPT and Claude\n\nLearn it once and scale it to your projects and any domain.\n\nCertificate of completion available!\n\nFull breakdown, dataset, n8n workflows, and prompts provided in the course. Link in the comments 👇","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986568278605521009","view_count":54689,"bookmark_count":381,"created_at":1762469760000,"favorite_count":391,"quote_count":4,"reply_count":35,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"Claude Code + Bash + Skills is all you need!\n\nJokes aside, after playing around with a couple of computer-using agents, I gave up on them. \n\nThey are heavily optimized for clicking on common buttons and interfaces (e.g., order delivery), but suck at actual creative work like writing, editing, formatting, etc.\n\nI decided to move those workflows to Claude Code + Skills. I wasn't so hopeful because, unlike other tasks, creative tasks benefit from visual cues, hence the strong urge to use computer-using agents. \n\nNight and day! \n\nTurns out Claude Code + bash + Skills is all I needed for the creative work I was trying to get done with computer-use agents for months. \n\nFor some of these creative workflows, it has helped to build small apps to establish visual awareness for both my and CC's context. I guess that's where vibe coding comes into play. \n\nMy Skills use cases continue to grow. I think it has the potential to remain for a very long time. \n\nClaude Code now supports about 80% of all my workflows (from vibe coding to writing to research). And I couldn't be happier and more productive.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEnZB0a","indices":[242,265]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986222200878215332","view_count":14725,"bookmark_count":47,"created_at":1762387249000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"MCP, when used correctly with AI agents, is extremely high-leverage. \n\nTo make MCP more approachable, I just launched our first course on the topic. \n\nAs the name implies, anyone can take and find this short course useful. Check it out here: https://t.co/yMwUEnZB0a","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986099467914023194","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1986222334504558940","view_count":9394,"bookmark_count":8,"created_at":1762387281000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"We are diving deep into MCP in the academy, and we have a huge lineup of content, courses, and tools to learn more advanced MCP design patterns, including the one posted by Anthropic.\n\nWe are just touching the surface of what's possible with MCP and how to leverage it in AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986222200878215332","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1986506193943044222","view_count":4167,"bookmark_count":2,"created_at":1762454958000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1986503927857033453","full_text":"@OfficialLoganK Oh nice! I have cool idea how for how to use this. This is exactly I was looking for today. Video tutorial dropping soon!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1986503927857033453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1986560488164237696","view_count":2413,"bookmark_count":0,"created_at":1762467903000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986503070734557568","full_text":"What a legend! Very fortunate to have crossed paths, even if it lasted a short time. \n\nWhen I think of PyTorch, I think of you.\nThat's how big your impact has been.\n\nI still remember meeting you at the first-ever PyTorch conference and asking for your thoughts on building more educational content around PyTorch. I didn't have the confidence and thought you would see it as a waste of time.\n\nIn fact, you approached me, which was kind of an amazing experience, given that I was just a beginner (foreign PhD student) and had not really gotten into the PyTorch/AI education in depth. That gave me a boost of confidence. \n\nAnd it also told me that PyTorch was a special community. Heck, I even wrote my entire thesis codebase on PyTorch and onboarded 100s of other students to use it, so thank you!\n\nThanks for all the dedication. Very inspiring. \nI am sure you will find something new that continues to keep you on the edge. 👏","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1986503070734557568","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEo08PI","indices":[18,41]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439260736811422","view_count":4097,"bookmark_count":37,"created_at":1762439000000,"favorite_count":22,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Get started here: https://t.co/yMwUEo08PI","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986439248745275577","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1177948663022325760","name":"Seth Hobson","screen_name":"TraderAegis","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"TraderAegis","lang":"en","retweeted":false,"fact_check":null,"id":"1986579464738738609","view_count":792,"bookmark_count":0,"created_at":1762472427000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"@TraderAegis I haven’t had the time to bundle things into plugins yet but will be exploring in the coming days.","in_reply_to_user_id_str":"1177948663022325760","in_reply_to_status_id_str":"1986573040432410957","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,88],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1725136792347688960","name":"Eddie Otudor","screen_name":"eddieabasi","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"eddieabasi","lang":"en","retweeted":false,"fact_check":null,"id":"1986428393169031448","view_count":1407,"bookmark_count":0,"created_at":1762436409000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@eddieabasi I don’t think so. I think it is a case of not engineering enough around MCP.","in_reply_to_user_id_str":"1725136792347688960","in_reply_to_status_id_str":"1986423755154071604","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":312,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986831275144138756","view_count":29348,"bookmark_count":312,"created_at":1762532464000,"favorite_count":327,"quote_count":5,"reply_count":18,"retweet_count":50,"user_id_str":"3448284313","conversation_id_str":"1986831275144138756","full_text":"Unlocking the Power of Multi-Agent LLM for Reasoning\n\nDesigning and optimizing multi-agent systems is important.\n\nThis paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.\n\nThey find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.\n\nThis is something that happens very often and that you might not want in your design.\n\nTo address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.\n\nExperiments show that this framework mitigates the lazy‐agent issue and improves performance.\n\nWhy you should care:\n\n1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.\n\n2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.\n\n3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.\n\n4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.\n\nPaper: arxiv. org/abs/2511.02303","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":3358,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987167737639325886","view_count":163112,"bookmark_count":3358,"created_at":1762612683000,"favorite_count":1796,"quote_count":7,"reply_count":39,"retweet_count":251,"user_id_str":"3448284313","conversation_id_str":"1987167737639325886","full_text":"The most effective AI Agents are built on these core ideas.\n\nIt's what powers Claude Code.\n\nIt's referred to as the Claude Agent SDK Loop, which is an agent framework to build all kinds of AI agents.\n\n(bookmark it)\n\nThe loop involves three steps:\n\nGathering Context: Use subagents (parallelize them for task efficiency when possible), compact/maintain context, and leverage agentic/semantic search for retrieving relevant context for the AI agent. Hybrid search approaches work really well for domains like agentic coding.\n\nTaking Action: Leverage tools, prebuilt MCP servers, bash/scripts (Skills have made it a lot easier), and generate code to take action and retrieve important feedback/context for the AI agent. Turns out you can also enhance MCP and token usage through code execution and routing, similar to how LLM routing increases efficiency in AI Agents.\n\nVerifying Output: You can define rules to verify outputs, enable visual feedback (this becomes increasingly important in multimodal problems), and consider LLM-as-a-Judge to verify quality based on fuzzy rules. Some problems will require visual cues and other forms of input to perform well. Don't overcomplicate the workflow (eg, use computer-using agents when a simple Skill with clever scripts will do).\n\nThis is a clean, flexible, and solid framework for how to build and work with AI agents in all kinds of domains.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":1318,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987536982776676651","view_count":226184,"bookmark_count":1287,"created_at":1762700718000,"favorite_count":1919,"quote_count":7,"reply_count":78,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"Kimi K2 Thinking is a bigger deal than I thought!\n\nI just ran a quick eval on a deep agent I built for customer support.\n\nIt's on par with GPT-5; no other LLM has reached this level of agentic, orchestration, and reasoning capabilities.\n\nHuge for agentic and reasoning tasks. https://t.co/tW3BYThgPf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/deep-a…","expanded_url":"https://dair-ai.thinkific.com/courses/deep-ai-agents","url":"https://t.co/uJYiLObMGc","indices":[124,147]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987565901407805710","view_count":8641,"bookmark_count":26,"created_at":1762707612000,"favorite_count":34,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I will be sharing more on model comparisons, insights, and results in my upcoming cohort for building effective AI Agents.\n\nhttps://t.co/uJYiLObMGc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987536982776676651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1987567082150547532","view_count":1077,"bookmark_count":1,"created_at":1762707894000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@SrinivasValekar this test was on a customer support agentic system, but i think the agent coding use case will be interesting too. on it","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1987539306987360651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,290],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"246702792","name":"Marko","screen_name":"markojak_","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"markojak_","lang":"en","retweeted":false,"fact_check":null,"id":"1987566536198848969","view_count":2799,"bookmark_count":0,"created_at":1762707764000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I think most of what we teach can be transferred easily into other frameworks. In my experience, when teaching this stuff, the framework shouldn't matter. I try to focus on the framework and systematic approach, as there are so many great frameworks out there. But I am currently working on the AI SDK and will start doing some live build sessions on it soon.","in_reply_to_user_id_str":"246702792","in_reply_to_status_id_str":"1987565408883196229","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1744438366811164673","name":"JK","screen_name":"_junaidkhalid1","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"_junaidkhalid1","lang":"en","retweeted":false,"fact_check":null,"id":"1987566609750253770","view_count":2598,"bookmark_count":1,"created_at":1762707781000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@_junaidkhalid1 evals, evals, evals","in_reply_to_user_id_str":"1744438366811164673","in_reply_to_status_id_str":"1987551740607308248","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823754079761522690","name":"AKHIL","screen_name":"Akhi_l__","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"Akhi_l__","lang":"en","retweeted":false,"fact_check":null,"id":"1987566777082012049","view_count":1107,"bookmark_count":0,"created_at":1762707821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@Akhi_l__ error was from another model","in_reply_to_user_id_str":"1823754079761522690","in_reply_to_status_id_str":"1987564515471630339","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1258411122203308035","name":"🐈qeel🍉","screen_name":"catqeel","indices":[0,8]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}]},"favorited":false,"in_reply_to_screen_name":"catqeel","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987576099325280621","view_count":1761,"bookmark_count":2,"created_at":1762710044000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I was actually doing that today. Not getting the same results, but I am not sure if these are comparable. \n\nI think the ability to perform 200-300 sequential tool calls (without human interference) might be contributing to the great results I am getting. Will dig further in the coming days.","in_reply_to_user_id_str":"1258411122203308035","in_reply_to_status_id_str":"1987573529886527629","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1748708055951568896","name":"devloper harsh","screen_name":"devloper_hs","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"devloper_hs","lang":"en","retweeted":false,"fact_check":null,"id":"1987570639579042125","view_count":1424,"bookmark_count":1,"created_at":1762708742000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@devloper_hs Was using the one from OpenRouter","in_reply_to_user_id_str":"1748708055951568896","in_reply_to_status_id_str":"1987569297192038856","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"10667972","name":"Rhys","screen_name":"RhysSullivan","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"RhysSullivan","lang":"en","retweeted":false,"fact_check":null,"id":"1987567893689839635","view_count":1001,"bookmark_count":0,"created_at":1762708087000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987448208277320003","full_text":"Looks cool. This reminds me of one of my favorite new additions to Claude Code - questions pop up to get clarifications during planning, where I often just select from the multiple choice options. On rare occasions, I need to ask it to do something different. I like the interface a lot.","in_reply_to_user_id_str":"10667972","in_reply_to_status_id_str":"1987448208277320003","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":518,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987900645031252298","view_count":48850,"bookmark_count":324,"created_at":1762787421000,"favorite_count":261,"quote_count":1,"reply_count":28,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"This is a wild use case!\n\nI used Gamma + n8n to automatically generate a complete presentation on AI Agents research.\n\nIn just minutes!\n\nIt combines web search (for research), GPT-5 (narrative), and Gamma (for slide content generation).\n\nFull workflow breakdown below 👇 https://t.co/4J9zM8tpuA","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987536982776676651","quoted_status_permalink":{"url":"https://t.co/QFXmcoq6Z2","expanded":"https://twitter.com/omarsar0/status/1987536982776676651","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987912692099682399","view_count":32080,"bookmark_count":169,"created_at":1762790294000,"favorite_count":330,"quote_count":0,"reply_count":26,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1987912692099682399","full_text":"It turns out that Kimi K2 Thinking is also a beast at deep research. \n\nIt can run 200-300 tool requests for impressive multi-agent capabilities. \n\nWould you like to see a code example of it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1987900645031252298?s=20","url":"https://t.co/NTHpDarleD","indices":[94,117]}],"user_mentions":[{"id_str":"1319250540480598026","name":"Grant Lee","screen_name":"thisisgrantlee","indices":[0,15]},{"id_str":"1142210344678379520","name":"Sarah Wang","screen_name":"sarahdingwang","indices":[16,30]},{"id_str":"64844802","name":"a16z","screen_name":"a16z","indices":[31,36]}]},"favorited":false,"in_reply_to_screen_name":"thisisgrantlee","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1987900645031252298","quoted_status_permalink":{"url":"https://t.co/NTHpDarleD","expanded":"https://x.com/omarsar0/status/1987900645031252298?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987905623204233270","view_count":4174,"bookmark_count":14,"created_at":1762788608000,"favorite_count":22,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987880600661889356","full_text":"@thisisgrantlee @sarahdingwang @a16z Gamma is awesome! Thanks for allowing me to test it out. https://t.co/NTHpDarleD","in_reply_to_user_id_str":"1319250540480598026","in_reply_to_status_id_str":"1987880600661889356","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900657161117831","view_count":1100,"bookmark_count":1,"created_at":1762787424000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"1/ THE PROBLEM:\n\nCreating visual content is time-consuming. Research takes hours. Writing requires deep focus. Design demands specialized skills.\n\nWhat if AI could handle the entire pipeline?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900645031252298","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900669051998301","view_count":1031,"bookmark_count":1,"created_at":1762787427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"2/ THE SOLUTION:\n\nAn n8n workflow that orchestrates Tavily for web research, GPT-5 for storytelling, Gamma for visual generation, and Google Sheets for tracking.\n\nYou provide a topic and audience. The system outputs a LinkedIn-ready carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900657161117831","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900680959611015","view_count":965,"bookmark_count":1,"created_at":1762787430000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"3/ ARCHITECTURE:\n\nThe n8n workflow starts with form input, then searches the web using Tavily, generates a narrative with GPT-5, and creates visuals through the Gamma API.\n\nEach step feeds into the next, creating a seamless pipeline from raw research to a polished presentation.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900669051998301","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900692703666435","view_count":849,"bookmark_count":1,"created_at":1762787433000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"4/ WEB RESEARCH AND NARRATIVE GENERATION\n\nTavily handles the research part.\n\nGPT-5 handles the narrative.\n\nAnd Gamma makes the magic happen -- it creates a professional and polished carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900680959611015","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900704707813453","view_count":782,"bookmark_count":1,"created_at":1762787436000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"5/ VISUAL GENERATION\n\nGamma API takes the narrative and generates a scroll-friendly carousel with engaging headlines, professional design, and relevant imagery using Imagen 4 Pro.\n\nIt specifies 10 cards in social format with custom instructions tailored to your target platform.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900692703666435","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900716623736849","view_count":787,"bookmark_count":1,"created_at":1762787438000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"6/ WORKFLOW BENEFITS:\n\nTime goes from hours to minutes.\n\nQuality remains high with researched content and visual polish. You can also refine everything in the Gamma UI.\n\nPerfect for content creators and technical communicators who need to scale their output.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900704707813453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900728527253601","view_count":3764,"bookmark_count":1,"created_at":1762787441000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"7/ USE CASES:\n\nThis workflow is perfect for daily research summaries, weekly newsletters, community content, marketing materials, and educational content.\n\nIt targets visual learners who consume content efficiently and need professional-looking presentations quickly.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900716623736849","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900740401352832","view_count":6941,"bookmark_count":4,"created_at":1762787444000,"favorite_count":9,"quote_count":0,"reply_count":48,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"8/ GIVEAWAY\n\nI am sharing the full n8n workflow JSON and video walkthrough.\n\nComment Gamma & I’ll DM it to you.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900728527253601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":2947,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[253,262]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988236096195776683","view_count":87384,"bookmark_count":758,"created_at":1762867399000,"favorite_count":697,"quote_count":1,"reply_count":45,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"Hey, AI Devs!\n\nDon't sleep on the new Gemini File Search API!\n\nFeels like the easiest way to build agentic RAG systems.\n\nI built a little MCP server to analyze codebases with semantic search (Gemini File Search) & agentic search.\n\nFun chatting with @karpathy's nanochat project. https://t.co/cZfXdL6Us0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1988269255604007275","view_count":130026,"bookmark_count":2021,"created_at":1762875305000,"favorite_count":1472,"quote_count":6,"reply_count":64,"retweet_count":138,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"This simple Claude Code hack has reduced token usage by ~90%.\n\nIt adopts the \"Code Execution with MCP\" concept published by Anthropic.\n\nRemove preloaded MCP tools from context and use Python to execute tools via bash instead.\n\nBTW, this can be optimized much further.\n\nInsane! https://t.co/17j2dN6oor","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276885722460207","view_count":13185,"bookmark_count":77,"created_at":1762877124000,"favorite_count":95,"quote_count":0,"reply_count":9,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"ElevenLabs just released Scribe v2 Realtime — their fastest, most accurate real-time Speech-to-Text model.\n\nUltra-low latency, streaming support, and 90 languages.\n\nI use their API, and believe this is huge for building live voice agents and personal AI assistants.\n\nMore below: https://t.co/VLKsSQgF7U","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,121],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[87,102]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988237435671556505","view_count":3771,"bookmark_count":4,"created_at":1762867718000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy The best part is that at this moment, you only pay for indexing. \n\nThanks to @OfficialLoganK and team for this. https://t.co/bW7XahaEzU","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988236096195776683","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988270477005967417","view_count":11052,"bookmark_count":8,"created_at":1762875596000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"For this test, I used a prebuilt py script, but ultimately, what I want is for the agent (in this case, Claude Code) to generate whatever code it needs to execute the right sequence of tools. The best part is that we avoid context bloat. It keeps CC more focused on what matters.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988271135054536967","view_count":11340,"bookmark_count":6,"created_at":1762875753000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"I also tested with a setup where the MCP server runs in another agent environment, like Gemini CLI or Codex. \n\nAgain, it keeps Claude Code (the main coding agent I use) more focused and offloads MCP-related tasks to Codex via Bash. The bad part is that Codex can be too verbose (ie, thinking) and that takes up the context window in CC.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988270477005967417","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988238506070581265","view_count":4124,"bookmark_count":6,"created_at":1762867974000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK I also like the logs view in Google AI Studio. I show it towards the end of the clip. \n\nIt gives me a good understanding of what happened on each request. \n\nWorking on something to let folks try it out. https://t.co/KjFspmemsD","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988237435671556505","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988239178165879189","view_count":3929,"bookmark_count":3,"created_at":1762868134000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK As for the agent orchestration that's powering the MCP server, I am using the AI SDK v6 for the agentic loop. \n\nIt allows both semantic search via Gemini's File Search and keyword search over files. \n\nI am finding that having both forms of search makes it more robust.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988238506070581265","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,148],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988242251894444146","view_count":5730,"bookmark_count":2,"created_at":1762868867000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK The inspiration behind the MCP server is that I want to be able to use it everywhere -- Claude, ChatGPT, Claude Code, etc.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988239178165879189","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,306],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988244779029692491","view_count":6160,"bookmark_count":7,"created_at":1762869469000,"favorite_count":9,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"It's crazy to me how tedious it can be to build a RAG system today.\n\nAll the setup required for it is insane.\n\nThis File Search API simplifies everything. Now I can focus on the agent harness and context engineering that takes a bit of time to get right, but is important for user experience.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988242251894444146","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988250127635521667","view_count":955,"bookmark_count":0,"created_at":1762870744000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy In my todo already. :)","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988249861406498994","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988261355762139157","view_count":803,"bookmark_count":1,"created_at":1762873421000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy I will share more on this soon. The MCP stuff was just an easy way to showcase the File Search API at work, but there are actually many new implementation details I have baked into the MCP component.","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988260490057830774","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,299],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70540032","name":"Ilyas Iqbal","screen_name":"ilyasiqbal","indices":[0,11]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[12,21]}]},"favorited":false,"in_reply_to_screen_name":"ilyasiqbal","lang":"en","retweeted":false,"fact_check":null,"id":"1988241656420639194","view_count":604,"bookmark_count":0,"created_at":1762868725000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@ilyasiqbal @karpathy For now, it's super basic. Just a system prompt to encourage using both semantic search + keyword search over codebases. I am interested in exploring where one is better than the other and when both are helpful. So far, for larger codebases, it's great to have semantic search.","in_reply_to_user_id_str":"70540032","in_reply_to_status_id_str":"1988237339240362466","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1767299461561122816","name":"Hashgraph Online DAO","screen_name":"HashgraphOnline","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"HashgraphOnline","lang":"en","retweeted":false,"fact_check":null,"id":"1988241100964851974","view_count":598,"bookmark_count":0,"created_at":1762868592000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@HashgraphOnline @karpathy It works great on large codebases. More efficient than regular keyword/grep search. For now, I am using simple similarity metrics, but this can be tuned further.\n\nI combine both semantic + keyword search. It's working great so far. More testing is required.","in_reply_to_user_id_str":"1767299461561122816","in_reply_to_status_id_str":"1988239673718698142","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2185373790","name":"El Controlador de Obra","screen_name":"control_de_obra","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"control_de_obra","lang":"en","retweeted":false,"fact_check":null,"id":"1988250265053466986","view_count":401,"bookmark_count":0,"created_at":1762870777000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@control_de_obra @karpathy Too complicated.","in_reply_to_user_id_str":"2185373790","in_reply_to_status_id_str":"1988248797508497876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/app/speech-to-…","expanded_url":"https://elevenlabs.io/app/speech-to-text","url":"https://t.co/pZvBD99yGQ","indices":[100,123]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276960083263894","view_count":2286,"bookmark_count":6,"created_at":1762877142000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Enterprise-ready out of the box:\n\n✓ SOC 2, PCI, HIPAA compliant\n✓ EU data residency\n\nTry it today → https://t.co/pZvBD99yGQ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276947353530395","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276904332570974","view_count":255,"bookmark_count":2,"created_at":1762877129000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Real-time performance that actually works:\n\n• Partial transcriptions in milliseconds\n• Stream audio chunks\n• Multiple formats: PCM (8-48kHz) + µ-law\n• WER of 5-10% in English and major EU languages\n\nEarly tests show it outperforms Deepgram and AssemblyAI. https://t.co/erT6Wl60II","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276885722460207","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276916772892725","view_count":388,"bookmark_count":0,"created_at":1762877132000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Scribe v2 Realtime is designed for builders:\n\n• Voice Activity Detection for automatic speech segmentation\n• Manual commit control for full transcript precision\n• Speaker diarization via manual commit (auto diarization coming)\n• Stream as you capture — no buffering delays","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276904332570974","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276928651088191","view_count":411,"bookmark_count":2,"created_at":1762877134000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Why this matters for AI agents:\n\nReal-time STT is the bottleneck in conversational AI. Most models optimize for accuracy OR speed.\n\nScribe v2 Realtime achieves low latency, high accuracy, and cost-efficient inference.\n\nPerfect for live agents, call centers, and meeting assistants.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276916772892725","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,227],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/docs/capabilit…","expanded_url":"https://elevenlabs.io/docs/capabilities/speech-to-text","url":"https://t.co/6adJhOQsmm","indices":[204,227]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276947353530395","view_count":3623,"bookmark_count":3,"created_at":1762877139000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Currently in alpha and available via API (scribe_v2_realtime).\n\nIf you're building voice-driven AI apps, this is the model to test.\n\nIntegration into ElevenLabs Agents is coming soon.\n\nDocs + API access: https://t.co/6adJhOQsmm https://t.co/9E28h9leZK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276928651088191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/ai-age…","expanded_url":"https://dair-ai.thinkific.com/courses/ai-agents-workshops","url":"https://t.co/64C8UmZq7j","indices":[206,229]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988271772328755464","view_count":12579,"bookmark_count":19,"created_at":1762875905000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"Will share more of my findings as I keep experimenting and finding more optimal setups with my coding agents. \n\nI am also sharing more details of these findings in my live workshops for my academy members: https://t.co/64C8UmZq7j\n\nStay tuned!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271135054536967","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276682931720593","view_count":9946,"bookmark_count":10,"created_at":1762877076000,"favorite_count":19,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"BTW, something you may have noticed from my timeline recently is an increase in experiments and tools I am able to build.\n\nThis is months of tuning Claude Code with proper Skills, subagents, and MCP tools that help with optimizing workflows, code understanding, and code execution.\n\nAnd I feel like this is just touching the surface. Claude Code finally feels like a truly intelligent coding assistant.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271772328755464","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600322117714722816","name":"Jason Byteforge","screen_name":"jmazzahacks","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"jmazzahacks","lang":"en","retweeted":false,"fact_check":null,"id":"1988335256001540306","view_count":3784,"bookmark_count":0,"created_at":1762891041000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@jmazzahacks Sure you can build MCP servers like that. But the point here is that you don’t preload MCP tools to the client which in this case is Claude Code. This saves a lot on token usage.","in_reply_to_user_id_str":"1600322117714722816","in_reply_to_status_id_str":"1988334402523570658","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1988330118474068186","view_count":568,"bookmark_count":0,"created_at":1762889816000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988324110762734054","full_text":"@realmadhuguru 💯 so much opportunity here. I think the same applies to research. It’s about asking good research questions.","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1988324110762734054","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,92],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtu.be/-nbHJzLpt18","expanded_url":"https://youtu.be/-nbHJzLpt18","url":"https://t.co/DpFM0NM2JS","indices":[69,92]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988256041184670091","view_count":5558,"bookmark_count":12,"created_at":1762872154000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"If you haven't received it, find the full video + n8n workflow here: https://t.co/DpFM0NM2JS","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900740401352832","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":463,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,283],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988304740460183739","quoted_status_permalink":{"url":"https://t.co/yXa38AGq7h","expanded":"https://twitter.com/RickLamers/status/1988304740460183739","display":"x.com/RickLamers/sta…"},"retweeted":false,"fact_check":null,"id":"1988610595793612894","view_count":24771,"bookmark_count":124,"created_at":1762956687000,"favorite_count":152,"quote_count":1,"reply_count":6,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1988610595793612894","full_text":"I use Claude Code + Skills to optimize my MCP tool prompts.\n\nClaude Code is great at optimizing with the right context, tools, logs, filesystem,...\n\nStarting to think there'll be no need for fancy algos, they just get generated on the fly, powered by code generation & execution.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988606978541920307","view_count":40692,"bookmark_count":327,"created_at":1762955824000,"favorite_count":435,"quote_count":4,"reply_count":29,"retweet_count":76,"user_id_str":"3448284313","conversation_id_str":"1988606978541920307","full_text":"We are just scratching the surface of using AI for major discoveries.\n\nAnd no, LLMs are not dead.\n\nAlphaResearch tackles a fundamental challenge: can LLMs discover truly novel algorithms that push beyond existing human knowledge?\n\nPrevious approaches like AlphaEvolve rely solely on code execution (technically correct but potentially uninteresting solutions), while pure idea-generation systems produce creative concepts that may be computationally infeasible.\n\nAlphaResearch solves this by combining execution-based verification with a reward model (AlphaResearch-RM-7B) trained on 24K ICLR peer-review records, creating a \"dual research environment\" that ensures both feasibility and innovation.\n\nOn the circle-packing problem, it discovered an algorithm achieving 2.939 total radii (n=32), surpassing the best human solution (2.936) and AlphaEvolve (2.937).\n\nIt might not look like a big deal, but this demonstrates the potential of LLMs that can autonomously produce genuinely novel, state-of-the-art algorithms.\n\nThis is significant because it shows AI can actively advance the frontiers of human research, not just reproduce existing knowledge.\n\narxiv. org/abs/2511.08522","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988626951011971521","view_count":7368,"bookmark_count":5,"created_at":1762960586000,"favorite_count":51,"quote_count":1,"reply_count":9,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1988626951011971521","full_text":"The best part I like about Claude Code today is this.\n\nI don't have to wait for fancy new features.\n\nIn its current state, it already allows me to build whatever I want. Hope this essence is kept.\n\nResearch, optimization, evals, writing, coding, and the list goes on and on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1681349314797240320","name":"OpenRouter","screen_name":"OpenRouterAI","indices":[0,13]},{"id_str":"1449556875213684740","name":"Apple Lamps","screen_name":"lamps_apple","indices":[14,26]}]},"favorited":false,"in_reply_to_screen_name":"OpenRouterAI","lang":"en","retweeted":false,"fact_check":null,"id":"1988611415347957782","view_count":79,"bookmark_count":1,"created_at":1762956882000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988609657758490908","full_text":"@OpenRouterAI @lamps_apple that's fire!","in_reply_to_user_id_str":"1681349314797240320","in_reply_to_status_id_str":"1988609657758490908","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988614109605044614","view_count":5481,"bookmark_count":6,"created_at":1762957525000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"People were asking how the diagram was created. It's a mermaid sequence diagram, which either Windsurf or Claude Code can generate the first draft. Labels are a bit tricky for LLMs, but you can manually revise and tune them. It's not perfect, but these can take a bit of time if you try creating them from scratch.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"473037001","name":"David Stevens","screen_name":"stevewdavens","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"stevewdavens","lang":"en","retweeted":false,"fact_check":null,"id":"1988647295345463371","view_count":1286,"bookmark_count":0,"created_at":1762965437000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@stevewdavens Full-time CLI user now. :)","in_reply_to_user_id_str":"473037001","in_reply_to_status_id_str":"1988645638092083647","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980333288951803905","name":"John Krakov","screen_name":"JohnKrakbtc","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JohnKrakbtc","lang":"en","retweeted":false,"fact_check":null,"id":"1988610925193294336","view_count":1336,"bookmark_count":0,"created_at":1762956765000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@JohnKrakbtc Just started to play around with the idea. Will be sharing any findings around these other issues.","in_reply_to_user_id_str":"1980333288951803905","in_reply_to_status_id_str":"1988608860324823494","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1191207924","name":"Erik Bernhardsson","screen_name":"bernhardsson","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"bernhardsson","lang":"en","retweeted":false,"fact_check":null,"id":"1988663775403340187","view_count":518,"bookmark_count":0,"created_at":1762969366000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988647374605131837","full_text":"@bernhardsson Lots of ways to innovate in this space.","in_reply_to_user_id_str":"1191207924","in_reply_to_status_id_str":"1988647374605131837","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"911297187664949248","name":"Jeff Dean","screen_name":"JeffDean","indices":[0,9]},{"id_str":"796092645193846784","name":"Waymo","screen_name":"Waymo","indices":[10,16]}]},"favorited":false,"in_reply_to_screen_name":"JeffDean","lang":"en","retweeted":false,"fact_check":null,"id":"1988691441414205622","view_count":1137,"bookmark_count":0,"created_at":1762975962000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988674389773357077","full_text":"@JeffDean @Waymo That awesome!","in_reply_to_user_id_str":"911297187664949248","in_reply_to_status_id_str":"1988674389773357077","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1571915464854409216","name":"Eden Yav","screen_name":"yavnun","indices":[0,7]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[8,17]}]},"favorited":false,"in_reply_to_screen_name":"yavnun","lang":"en","retweeted":false,"fact_check":null,"id":"1988665646280999132","view_count":66,"bookmark_count":0,"created_at":1762969812000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@yavnun @karpathy I am just leveraging Gemini for the Gemini File Search stuff. I built the agentic part with AI SDK so I can use any of the models they support.","in_reply_to_user_id_str":"1571915464854409216","in_reply_to_status_id_str":"1988664712264048915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":1353,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[0,264],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988974710592516454","view_count":53372,"bookmark_count":410,"created_at":1763043499000,"favorite_count":553,"quote_count":3,"reply_count":26,"retweet_count":55,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"Kimi K2 Thinking is impressive.\n\nSo I built a multi-agent deep researcher, Kimi Deep Researcher.\n\nIt generates long research reports on any topic, powered by subagents (web searcher, analyzer, and synthesizer).\n\nIt can do 100s of tool calls per session. Repo soon! https://t.co/A8dDswq77M","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989075862793449566","view_count":1186,"bookmark_count":24,"created_at":1763067615000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989075862793449566","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989081828678893837","view_count":41095,"bookmark_count":919,"created_at":1763069037000,"favorite_count":529,"quote_count":1,"reply_count":13,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989081828678893837","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\n(bookmark it)\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980945337327255552","name":"Tammy Sun","screen_name":"sun_tammy2025","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"sun_tammy2025","lang":"en","retweeted":false,"fact_check":null,"id":"1988986995301826826","view_count":306,"bookmark_count":0,"created_at":1763046427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@sun_tammy2025 Yes, I am working on a few more tests and cleaning up the code a bit. It's basically built on the idea of deep agents (orchestrator + subagents) like Claude Code, but for deep research.","in_reply_to_user_id_str":"1980945337327255552","in_reply_to_status_id_str":"1988986160987927036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"463176938","name":"John Baker","screen_name":"select_asterisk","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"select_asterisk","lang":"en","retweeted":false,"fact_check":null,"id":"1989029229833367851","view_count":214,"bookmark_count":0,"created_at":1763056497000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@select_asterisk it's leveraging openrouter but i will be testing what's possible on local","in_reply_to_user_id_str":"463176938","in_reply_to_status_id_str":"1989008096019247414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1371117855626956809","name":"Tim Smykov","screen_name":"timsmykov","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"timsmykov","lang":"en","retweeted":false,"fact_check":null,"id":"1988986064309018723","view_count":383,"bookmark_count":0,"created_at":1763046205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"It can support a bigger number of sequential tool calls which makes it ideal for long form generation like the deep research use case. I am barely scratching the surface with the current project. I feel like I can push this in many directions to improve research and report writing.","in_reply_to_user_id_str":"1371117855626956809","in_reply_to_status_id_str":"1988984255922467291","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989064442097856560","view_count":1825,"bookmark_count":0,"created_at":1763064892000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"For clarity, this whole project is built from scratch (i.e., no agent framework). I am using OpenRouter for access to the model. I haven't tested a local setup but it should be easy to get it to work like that.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988974710592516454","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,24],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54059018","name":"Xaumre","screen_name":"xaumre","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xaumre","lang":"en","retweeted":false,"fact_check":null,"id":"1989048053706494332","view_count":112,"bookmark_count":0,"created_at":1763060985000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@xaumre All from scratch","in_reply_to_user_id_str":"54059018","in_reply_to_status_id_str":"1989046485850186041","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"59803156","name":"Mehreen Omer","screen_name":"mehreen_omer","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mehreen_omer","lang":"en","retweeted":false,"fact_check":null,"id":"1988974390105825329","view_count":595,"bookmark_count":0,"created_at":1763043422000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@mehreen_omer Depends on the set up you are using. I can use either sub-agents, skills, or commands in Claude Code for control.","in_reply_to_user_id_str":"59803156","in_reply_to_status_id_str":"1988962094725886204","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":1664,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989350215175020682","view_count":60601,"bookmark_count":470,"created_at":1763133026000,"favorite_count":367,"quote_count":2,"reply_count":28,"retweet_count":26,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Finally solved my newsletter overload.\n\nI built my own Pulse feature for Claude Code.\n\nIt's a little / command that connects to a proactive agent (built with Claude Agent SDK) that works 24/7 to find breaking AI research.\n\nBetter than any newsletter and even my For You tab. https://t.co/abal4Q20Ms","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989368259817439576","view_count":35923,"bookmark_count":576,"created_at":1763137328000,"favorite_count":572,"quote_count":4,"reply_count":28,"retweet_count":119,"user_id_str":"3448284313","conversation_id_str":"1989368259817439576","full_text":"Efficient Self-Improving Agent Systems\n\nAgentEvolver lets AI agents improve themselves instead of requiring manual prompt tuning.\n\nThey use three core mechanisms: self-questioning, self-navigating, and self-attributing.\n\nAgents evaluate their own work, spot failures, and write better instructions for themselves.\n\nThis leads to a self-improvement loop capable of running without human oversight.\n\nShows better performance across benchmarks with less manual work.\n\nThis could change how we build production AI systems; agents that actually adapt on their own.\n\nAgentEvolver introduces a paradigm shift in how we build AI agents: instead of manually tuning prompts and instructions, the system enables agents to autonomously refine themselves through iterative self-assessment loops.\n\nThe framework works by having agents evaluate their own performance on tasks, identify where they failed or underperformed, and then generate improved behavioral instructions for the next iteration.\n\nThis creates a continuous evolution cycle where feedback from task execution directly enhances decision-making strategies without human intervention.\n\nThe results are impressive.\n\nAgents using this approach show measurable performance gains across diverse benchmarks compared to static configurations, all while reducing the overhead of constant manual optimization.\n\nIt's a promising step toward truly adaptive AI systems that can evolve their capabilities autonomously, transforming how we develop and deploy production agents.\n\nPaper: arxiv. org/abs/2511.10395","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989412054281982254","view_count":56499,"bookmark_count":551,"created_at":1763147769000,"favorite_count":639,"quote_count":3,"reply_count":26,"retweet_count":56,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Kimi Deep Research keeps getting better!\n\nI've been tuning it with one of my Claude Code skills. \n\nThe quality of the deep research reports Kimi K2 Thinking can generate is insane!\n\nJust look at the clip example.\n\nMore things to tune, but this is crazy good already. https://t.co/AZSpNoh905","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[31,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"50090898","name":"Google for Developers","screen_name":"googledevs","indices":[0,11]},{"id_str":"3167734591","name":"Visual Studio Code","screen_name":"code","indices":[12,17]},{"id_str":"923010104479252480","name":"Colaboratory","screen_name":"GoogleColab","indices":[18,30]}]},"favorited":false,"in_reply_to_screen_name":"googledevs","lang":"qme","retweeted":false,"fact_check":null,"id":"1989309219011531146","view_count":773,"bookmark_count":0,"created_at":1763123252000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989033099737407820","full_text":"@googledevs @code @GoogleColab 🚀","in_reply_to_user_id_str":"50090898","in_reply_to_status_id_str":"1989033099737407820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,30],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"601736770","name":"Aurimas Griciūnas","screen_name":"Aurimas_Gr","indices":[0,11]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}]},"favorited":false,"in_reply_to_screen_name":"Aurimas_Gr","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989442337391464687","view_count":412,"bookmark_count":1,"created_at":1763154989000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988972296262869238","full_text":"@Aurimas_Gr Important context: https://t.co/IiRieq0QSn","in_reply_to_user_id_str":"601736770","in_reply_to_status_id_str":"1988972296262869238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989415125678522788","view_count":3123,"bookmark_count":2,"created_at":1763148502000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There is a ton of good info in that generated report.\n\nHonestly, I had no expectations when I started to build this project from scratch. But I did have a bit of hope given the sequential tool calling capabilities of Kimi K2 Thinking.\n\nIt really unlocks advanced applications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989412054281982254","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[74,97]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989416139034956272","view_count":6052,"bookmark_count":8,"created_at":1763148743000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"You can see an example of reports generated by the previous version here: https://t.co/TByHsEEn3w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989415125678522788","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989417433245925645","view_count":7117,"bookmark_count":9,"created_at":1763149052000,"favorite_count":17,"quote_count":1,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Sidenote: I am just amazed by how effective Claude Code, in combination with skills, is at optimizing agentic workflows. It depends on the context, so give it the right logs and test scripts with bash and ask away. I am optimizing all my agents this way now. No more fancy tools, just decent code execution and clear specifications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989416139034956272","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989423185201160205","view_count":8989,"bookmark_count":2,"created_at":1763150423000,"favorite_count":11,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"As I was working with Claude Code to optimize this, it analyzed the last report generated, and it was super impressed with the length and quality. Its grade was A+, but obviously, it got too enthusiastic about it. The thing is, it has the logs/previous reports, and it can use them to compare and align with what I want.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989417433245925645","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1815114135325286400","name":"Envolate Industries","screen_name":"envolate","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"envolate","lang":"en","retweeted":false,"fact_check":null,"id":"1989413925373579486","view_count":846,"bookmark_count":0,"created_at":1763148215000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@envolate That's the vision here! :)","in_reply_to_user_id_str":"1815114135325286400","in_reply_to_status_id_str":"1989413448678265273","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1989417433245925645?s=20","url":"https://t.co/0Cp33Kkk5q","indices":[39,62]}],"user_mentions":[{"id_str":"3421446634","name":"Someguy","screen_name":"s0meguy1","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"s0meguy1","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1989417433245925645","quoted_status_permalink":{"url":"https://t.co/0Cp33Kkk5q","expanded":"https://x.com/omarsar0/status/1989417433245925645?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989417631137603664","view_count":576,"bookmark_count":2,"created_at":1763149099000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@s0meguy1 Just commented on that here: https://t.co/0Cp33Kkk5q","in_reply_to_user_id_str":"3421446634","in_reply_to_status_id_str":"1989416735301407166","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,244],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[221,244]}],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989413812852892008","view_count":854,"bookmark_count":4,"created_at":1763148189000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@theideogenesis It's based on an orchestrator + subagent framework I built from scratch. \n\nBut it's possible because of the sequential tool calling capabilities of Kimi K2 Thinking.\n\nI think people are sleeping on this.\n\nhttps://t.co/TByHsEEn3w","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1989412777640038523","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1989417949615321412","view_count":510,"bookmark_count":1,"created_at":1763149175000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@iamrobotbear work hard on it. lots of stuff happening in parallel but i will be sharing here once it's ready","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1989417654357299343","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"704057981952983044","name":"Margot Barault","screen_name":"MargotBarault","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"MargotBarault","lang":"en","retweeted":false,"fact_check":null,"id":"1989419846422196419","view_count":371,"bookmark_count":0,"created_at":1763149627000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@MargotBarault It's time to build! :)","in_reply_to_user_id_str":"704057981952983044","in_reply_to_status_id_str":"1989419644558741673","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1729788380152811520","name":"Orks AI","screen_name":"OrcsSandHive","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"OrcsSandHive","lang":"en","retweeted":false,"fact_check":null,"id":"1989442544351182939","view_count":280,"bookmark_count":0,"created_at":1763155039000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@OrcsSandHive what feels limited?","in_reply_to_user_id_str":"1729788380152811520","in_reply_to_status_id_str":"1989442329363587357","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823912294814007296","name":"JDizzy of course","screen_name":"the_real_jdizzy","indices":[0,16]},{"id_str":"889050642903293953","name":"DAIR.AI","screen_name":"dair_ai","indices":[17,25]}]},"favorited":false,"in_reply_to_screen_name":"the_real_jdizzy","lang":"en","retweeted":false,"fact_check":null,"id":"1989420334974734696","view_count":295,"bookmark_count":0,"created_at":1763149744000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@the_real_jdizzy @dair_ai Definitely good for being cheaper and faster, but to declare SOTA, I would have to run proper benchmarking. I am qualifying based on all these deep research solutions I have used, and I would rank the outputs in the top 3 as is. It's hard to get deep research results.","in_reply_to_user_id_str":"1823912294814007296","in_reply_to_status_id_str":"1989418835334894035","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989350228366155787","view_count":2914,"bookmark_count":5,"created_at":1763133029000,"favorite_count":16,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"It's blazing fast! The / command talks to my agent for already-generated reports.\n\nIt is fully customizable via endpoints.\n\nI can add and tune my preferences based on feedback.\n\nIt adapts to my evolving interests with its agentic capabilities.\n\nProactive agents are the future!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989352006885240898","view_count":2875,"bookmark_count":14,"created_at":1763133453000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"This is literally what my / command contains. \n\nThe real magic happens in that server that's powered by proactive agents (built with Claude Agent SDK).\n\nIt has memory, schedules to find new and relevant research, and saves them so that I can access them via /pulse. https://t.co/qybpn1vYJN","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350228366155787","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353046808396055","view_count":2943,"bookmark_count":2,"created_at":1763133701000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Just asking Claude Code to search/fetch papers from the web doesn't work. \n\nI built that little server because it tracks my new interests, preferences, and so on. It's running 24/7.\n\nAnd it's highly specialized to pull gems. \n\nIt's a great use case for the Claude Agent SDK.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989352006885240898","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353667137581431","view_count":3497,"bookmark_count":1,"created_at":1763133849000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I tried ChatGPT Pulse for months, and it doesn't work the way I want it.\n\nI think for these new AI experiences, personalization is key. Not sure ChatGPT is built for that now.\n\nAnd personalization has to be intuitive and seamless. I prefer what've built here. More updates soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353046808396055","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989356800869806359","view_count":4129,"bookmark_count":1,"created_at":1763134596000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I am fascinated by the new experiences that will emerge from all these new AI tools. \n\nI think the exploration space here is huge. \n\nI use the browser less now. 90%+ of my work now happens in the terminal.\n\nIf you can vibe code properly, you will be unstoppable.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353667137581431","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989362940244574426","view_count":6203,"bookmark_count":9,"created_at":1763136060000,"favorite_count":17,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"The curation capabilities of the agent are insanely good. \n\nCrazy because it can be optimized further.\n\nLike, I would probably never find these research papers/reports myself. \n\nThis is extremely exciting for me as a researcher. https://t.co/AENO8Tm3mZ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989356800869806359","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989375641699938523","view_count":4160,"bookmark_count":5,"created_at":1763139088000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"One lesson I have learned from building these personal projects is that today's AI models are so powerful to the point where you can reverse engineer any functionality these big LLM players are pushing out. This will only keep getting easier. I am going all in on building my own tools.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989362940244574426","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1989420978234171867","view_count":796,"bookmark_count":1,"created_at":1763149897000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@trq212 I figured there are many ways to do this, so I am playing around with the idea a bit more to see how I might share it for others to try. Concept is super green still. :)\n\nI saw your proactive agent post, and it inspired my curiosity.","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1989418623400907098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3005395139","name":"Mantas","screen_name":"stnkvcs","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"stnkvcs","lang":"en","retweeted":false,"fact_check":null,"id":"1989387137385410703","view_count":615,"bookmark_count":0,"created_at":1763141829000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Great question. I have been trying different schedules that optimize results, like every hour or something like that. I am actually using haiku-4.5 for this, so I can save on API calls. Indeed, the more it's used, the more expensive it can get. I have been doing a bit of context engineering to make it less costly than it currently is.","in_reply_to_user_id_str":"3005395139","in_reply_to_status_id_str":"1989383819150139818","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"80782442","name":"Senthil","screen_name":"vmsenthilkumar","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"vmsenthilkumar","lang":"en","retweeted":false,"fact_check":null,"id":"1989368050060292421","view_count":70,"bookmark_count":0,"created_at":1763137278000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@vmsenthilkumar I built a little external server with the core functionalities needed for the personalization.","in_reply_to_user_id_str":"80782442","in_reply_to_status_id_str":"1989364786732367914","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":1344,"startTime":1763164800000,"endTime":1763251200000,"tweets":[{"bookmarked":false,"display_text_range":[0,180],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689354789556479","view_count":83362,"bookmark_count":1225,"created_at":1763213883000,"favorite_count":688,"quote_count":4,"reply_count":16,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"Another banger by Google!\n\nIt's a new technical guide on how to deploy, scale, and productionize AI Agents.\n\n(bookmark it)\n\nLove the emphasis of CI/CD and the Agent2Agent protocol. https://t.co/ubU9xlQPLJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"kaggle.com/whitepaper-pro…","expanded_url":"https://www.kaggle.com/whitepaper-prototype-to-production","url":"https://t.co/8xnZzIAOy8","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689367108149595","view_count":8239,"bookmark_count":88,"created_at":1763213886000,"favorite_count":39,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"https://t.co/8xnZzIAOy8","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989689354789556479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,81],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1989493287498256456","view_count":274,"bookmark_count":0,"created_at":1763167137000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@SrinivasValekar I have other plans at the moment but this is really early still.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1989488207671796086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[105,128]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989812809312735291","view_count":4367,"bookmark_count":18,"created_at":1763243317000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Due to popular demand, I will be showcasing some of these workflows in my new Claude Code live training: https://t.co/ZDTOIyJ950\n\nWhether you are technical or non-technical, there are so many ways you can leverage Claude Code. \n\nSeats are limited!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[159,182]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989813668272574614","view_count":4453,"bookmark_count":13,"created_at":1763243522000,"favorite_count":7,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There were some really good questions on how I leveraged Claude Code to build out this project. I will be discussing that in detail in my new live training: \n\nhttps://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989423185201160205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]},{"label":"2025-11-18","value":766,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990420550808735838","view_count":742,"bookmark_count":1,"created_at":1763388214000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990420550808735838","full_text":"\"Time to build\" will make so much more sense to more people in the coming weeks than it has in prior weeks.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441561637957797","view_count":56795,"bookmark_count":461,"created_at":1763393223000,"favorite_count":406,"quote_count":3,"reply_count":17,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Introducing Claude Code for Everyone!\n\nEveryone should learn to use coding agents.\n\nIt doesn't matter if you are technical or non-technical.\n\nIf you are not using tools like Claude Code, you are missing out on some of the best tools and experience AI agents have to offer. https://t.co/CD7QeCwoqn","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990512531132350847","view_count":14498,"bookmark_count":145,"created_at":1763410144000,"favorite_count":146,"quote_count":2,"reply_count":12,"retweet_count":24,"user_id_str":"3448284313","conversation_id_str":"1990512531132350847","full_text":"With the right agent design pattern, you can build insane applications today.\n\nSciAgent is a multi-agent framework for tackling complex scientific reasoning across physics, chemistry, and math.\n\n(bookmark it)\n\nInstead of relying on a single monolithic model, it orchestrates specialized agents that each handle different aspects of problem-solving.\n\nThe system decomposes hard problems into manageable subtasks: analysis, domain-specific reasoning, verification, and cross-domain integration.\n\nIt was benchmarked on olympiad-level problems (International Physics & Chemistry Olympiads) and outperforms single-model baselines.\n\nThe key insight: agent composition beats end-to-end learning for specialized domains.\n\nThis architecture pattern shows how to build systems that generalize across multiple scientific disciplines.\n\nPaper: arxiv. org/abs/2511.08151","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2511.11287","expanded_url":"https://arxiv.org/abs/2511.11287","url":"https://t.co/JSv5BoBFoJ","indices":[1087,1110]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990532662881313096","view_count":13908,"bookmark_count":150,"created_at":1763414943000,"favorite_count":175,"quote_count":1,"reply_count":14,"retweet_count":36,"user_id_str":"3448284313","conversation_id_str":"1990532662881313096","full_text":"The web is broken for AI agents.\n\nNot because agents aren't smart enough.\n\nIt's because the web wasn't designed for them.\n\nEvery interaction is a puzzle. Parse raw HTML. Reverse-engineer buttons. Guess what's clickable.\n\nThis makes agents brittle, inefficient, and insecure.\n\nThis new research paper introduces VOIX, a framework where websites tell agents exactly what they can do.\n\nNo more guessing. No more parsing. Pure declaration.\n\nTwo new HTML elements are introduced: <tool> and <context>.\n\n<tool> exposes actions. Click here. Input this. Select that. With parameters and validation.\n\n<context> explains the state. Where you are. What's possible. Why it matters.\n\nThink of it as an API layer baked into web pages.\n\nThey evaluated using an 11-day developer study. SUS score: 72.5/100, which is above the acceptable threshold.\n\nExciting progress on agentic web! It's an interesting paradigm shift to address the issues agents have when interacting with the web.\n\nFrom agents parsing HTML to websites declaring intent. From agent-agnostic design to agent-aware architecture.\n\nPaper: https://t.co/JSv5BoBFoJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,45],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1990419923911209298","view_count":677,"bookmark_count":0,"created_at":1763388064000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990272740012777475","full_text":"@OfficialLoganK that's going to be something!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990272740012777475","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1990441574212440168","view_count":3609,"bookmark_count":2,"created_at":1763393226000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Based on popular demand, I am excited to announce my brand new live cohort-based training on Claude Code for Everyone.\n\nExcited to finally get to share all the cool ways we have been using Claude Code to improve AI workflows, agents, and AI apps.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441561637957797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[165,188]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441586061451607","view_count":3584,"bookmark_count":6,"created_at":1763393229000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Don't miss this chance to learn everything you need to know about building with Claude Code.\n\nSeats are limited!\n\nPrices will go up in the next cohort.\n\nEnroll now: https://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441574212440168","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768597724660895744","name":"Methkal","screen_name":"meth_kh","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"meth_kh","lang":"en","retweeted":false,"fact_check":null,"id":"1990444335054393512","view_count":518,"bookmark_count":0,"created_at":1763393884000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@meth_kh I will focus on projects and all the tactics we have learned on how to effectively use Claude Code.","in_reply_to_user_id_str":"768597724660895744","in_reply_to_status_id_str":"1990442296114827731","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"15026770","name":"Christopher","screen_name":"communicating","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"communicating","lang":"en","retweeted":false,"fact_check":null,"id":"1990484101535793634","view_count":406,"bookmark_count":0,"created_at":1763403365000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@communicating It is a separate course and not part of the subscription. It has its own price. The link I shared would be right place to send anyone who is interested in learning about Claude Code. :)","in_reply_to_user_id_str":"15026770","in_reply_to_status_id_str":"1990452576928874508","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[6,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"676573","name":"tobi lutke","screen_name":"tobi","indices":[0,5]}]},"favorited":false,"in_reply_to_screen_name":"tobi","lang":"en","retweeted":false,"fact_check":null,"id":"1990533241452069353","view_count":1582,"bookmark_count":1,"created_at":1763415081000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990525664513175585","full_text":"@tobi I absolutely dislike the current form of these AI notetakers. So disruptive to learners and human participants. They have some applications, but I think we can build better ones.","in_reply_to_user_id_str":"676573","in_reply_to_status_id_str":"1990525664513175585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":371,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990794651608219727","view_count":12177,"bookmark_count":164,"created_at":1763477406000,"favorite_count":179,"quote_count":2,"reply_count":12,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1990794651608219727","full_text":"Open-source research agents have been lagging behind proprietary systems like OpenAI's Deep Research.\n\nThe gap has been frustrating for developers who want powerful, deep research agents without vendor lock-in.\n\nI've been building my own called Kimi Deep Researcher.\n\nSimilarly, this new work introduces MiroThinker, a framework that closes this performance gap through systematic optimization.\n\nThe key insight? Performance isn't just about model size.\n\nMiroThinker uses three complementary scaling strategies.\n\nModel scaling: Leveraging larger base models up to 72B parameters.\n\nContext scaling: Expanding reasoning space and information retrieval capabilities. With a 256K context window, it can perform up to 600 tool calls per task!\n\nThis enables sustained multi-turn reasoning and complex real-world research workflows.\n\nInteractive scaling: Incorporating human feedback and iterative refinement loops.\n\nEach dimension adds independent performance gains.\n\nThe results are compelling. The 72B variant demonstrates competitive performance with proprietary agents like GPT-5 and Claude 4.5.\n\nValidated across multiple benchmarks: GAIA, HotpotQA, and MuSiQue.\n\nWhy this matters for developers: You don't need to wait for new model releases to improve agent reasoning.\n\nThe modular approach means you can adopt scaling dimensions independently based on your constraints.\n\nOpen-source agents can now compete with proprietary systems through principled optimization.\n\nThis democratizes access to advanced AI reasoning capabilities.\n\nPaper: arxiv. org/abs/2511.11793","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990815581017145479","view_count":9610,"bookmark_count":22,"created_at":1763482396000,"favorite_count":71,"quote_count":0,"reply_count":7,"retweet_count":11,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 is here!\n\nThe most exciting part of this model is the long horizon planning capabilities.\n\nThis is going to unlock complex agentic applications, the likes of which we have never seen.\n\nVibe coding insane applications in one shot, proactive agents that expand our knowledge at unprecedented rates, and agents that lead to major scientific discoveries.\n\nIt's really on!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,237],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990822776198828498","view_count":13445,"bookmark_count":34,"created_at":1763484112000,"favorite_count":97,"quote_count":0,"reply_count":2,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1990822776198828498","full_text":"This is a fun little app created by Gemini 3.\n\nIt shows the spatial reasoning capabilities.\n\nThis could be huge for apps that leverage computer-using agents. \n\nAnd of course, unlocking new ways to interact with computers. Exciting stuff! https://t.co/gBO2Xk7uIB","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990826875816481127","view_count":37186,"bookmark_count":106,"created_at":1763485089000,"favorite_count":293,"quote_count":0,"reply_count":21,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"Google wasn't playing with this Gemini 3 launch!\n\nThey are going for everything.\n\nJust tested out their Antigravity agentic development platform, and it's really fun. \n\nJust helped my son build a quick physics simulator. https://t.co/1p5TeM2R1J","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990875929720070280","view_count":11660,"bookmark_count":39,"created_at":1763496784000,"favorite_count":80,"quote_count":0,"reply_count":27,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1990875929720070280","full_text":"Okay, this is just insane!\n\nJust vibe-coded this AI-powered website designer in MINUTES using Gemini 3.\n\nI am not great at design. I can now collaborate with AI to generate and iterate on designs.\n\nSelecting elements to iterate on and viewing them in different modes also works. https://t.co/GYzMzXL1gX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,13],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1086145626633494528","name":"Varun Mohan","screen_name":"_mohansolo","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"_mohansolo","lang":"qme","retweeted":false,"fact_check":null,"id":"1990589110973849960","view_count":2783,"bookmark_count":0,"created_at":1763428402000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990521386935464099","full_text":"@_mohansolo 🔥","in_reply_to_user_id_str":"1086145626633494528","in_reply_to_status_id_str":"1990521386935464099","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[32,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]},{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[16,31]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"und","retweeted":false,"fact_check":null,"id":"1990813421319635244","view_count":2260,"bookmark_count":0,"created_at":1763481881000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813077172822143","full_text":"@OfficialLoganK @GoogleAIStudio LFG!!!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990813077172822143","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,77],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990816381252546618","view_count":1969,"bookmark_count":2,"created_at":1763482587000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Not to mention that the results on all these other benchmarks are impressive. https://t.co/Yb0D314xyR","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990815581017145479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,55],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990818244312052036","view_count":2255,"bookmark_count":2,"created_at":1763483031000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 Pro's agentic coding capabilities look insane. https://t.co/fIA5IqlMNw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990816381252546618","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,89],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990823592657891612","view_count":1341,"bookmark_count":0,"created_at":1763484306000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"And where do we even start with Gemini 3 Deep Think?\n\nThat ARC-AGI-2 performance is nuts! https://t.co/1XMIFHjxAB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990818244312052036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1990818341859061760","view_count":134,"bookmark_count":0,"created_at":1763483054000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"@realmadhuguru on it :)","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1990816967201050710","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4939401","name":"Patrick Collison","screen_name":"patrickc","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"patrickc","lang":"en","retweeted":false,"fact_check":null,"id":"1990828162482065834","view_count":639,"bookmark_count":0,"created_at":1763485396000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813146987311446","full_text":"@patrickc That is cool!","in_reply_to_user_id_str":"4939401","in_reply_to_status_id_str":"1990813146987311446","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14130366","name":"Sundar Pichai","screen_name":"sundarpichai","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"sundarpichai","lang":"en","retweeted":false,"fact_check":null,"id":"1990854555362312425","view_count":1474,"bookmark_count":0,"created_at":1763491688000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990850427164979318","full_text":"@sundarpichai Keep it coming! :)","in_reply_to_user_id_str":"14130366","in_reply_to_status_id_str":"1990850427164979318","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1990877387836334251","view_count":2108,"bookmark_count":0,"created_at":1763497132000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990861380740591621","full_text":"@soumithchintala Excited for you, Soumith!","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1990861380740591621","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990847529919910063","view_count":2506,"bookmark_count":2,"created_at":1763490013000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"I love this way of testing and debugging apps with the integrated browser preview. The agent can navigate the app and test features, catch bugs, and fix on the go. https://t.co/42c51Vo2hf","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990826875816481127","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nretweets":[{"label":"2025-10-21","value":32,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980308459368436093","quoted_status_permalink":{"url":"https://t.co/7tgKp3s1dH","expanded":"https://twitter.com/anthropicai/status/1980308459368436093","display":"x.com/anthropicai/st…"},"retweeted":false,"fact_check":null,"id":"1980312578749526504","view_count":32955,"bookmark_count":134,"created_at":1760978285000,"favorite_count":264,"quote_count":0,"reply_count":16,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"I started to build a little AI research tool with Claude Code & Skills over the weekend.\n\nNow Anthropic adds connectors to other helpful scientific tools.\n\nThey are not messing around!\n\nIt’s about to get insanely interesting to use coding agents like Claude Code for science.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/pRSTl5TgvB","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980403571935130073","view_count":19586,"bookmark_count":54,"created_at":1760999980000,"favorite_count":150,"quote_count":1,"reply_count":8,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"This is huge! I sensed that Claude Code on web was coming.\n\nCoding agents on web serve specific use cases.\n\nThere is a wide opening to improve coding experience on web. If you tried Codex (web) you know this well.\n\nIf it's anything like Claude Code on the terminal, it’s game on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1977811751258513410","name":"NerdyChefs.AI","screen_name":"NerdychefsAI","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"NerdychefsAI","lang":"en","retweeted":false,"fact_check":null,"id":"1980320807709802804","view_count":61,"bookmark_count":0,"created_at":1760980247000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"@NerdychefsAI Will share more soon with some additional thoughts.","in_reply_to_user_id_str":"1977811751258513410","in_reply_to_status_id_str":"1980317151170121729","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,22],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","quoted_status_id_str":"1980052095639126457","quoted_status_permalink":{"url":"https://t.co/uQXRrZImBU","expanded":"https://twitter.com/omarsar0/status/1980052095639126457","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1980372246591095294","view_count":8661,"bookmark_count":3,"created_at":1760992511000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980337282323452300","full_text":"@claudeai Much needed:","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1980337282323452300","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980407566158196747","view_count":43,"bookmark_count":0,"created_at":1761000932000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Safe agentic code execution matters. The sandboxing feature in Claude Code is also neat and well thoughout. https://t.co/ccXK1Uj5si","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980406365781991642","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980405447086731456","view_count":578,"bookmark_count":0,"created_at":1761000427000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"The blog pretty much summarizes why I even tried Codex on web in the first place.\n\nSome stuff can just be done without my constant intervention.\n\nI can offload bug squashing easily now. Or explore new features that are not core (or of high priority) to my current workstreams. https://t.co/52ChIt2VTd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980403571935130073","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,158],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980406365781991642","view_count":329,"bookmark_count":0,"created_at":1761000646000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Claude Code on mobile is exciting. I am often on the road a lot so this is extremely helpful. I normally used GitHub Actions but this should feel more native. https://t.co/Mg7DOWCEQc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980405447086731456","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980371216046170539","view_count":4239,"bookmark_count":1,"created_at":1760992266000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I sensed this was coming I guess. Coding agents via the web serve specific use cases. \nAnd it makes, as there is a wide opening to improve the experience on web.\nWill test to see how the experience feels. If it is anything like Claude Code on the terminal, it’s game on. https://t.co/e20qoUO1XE","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980052095639126457","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":111,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980629163976675779","view_count":58883,"bookmark_count":951,"created_at":1761053765000,"favorite_count":711,"quote_count":6,"reply_count":29,"retweet_count":102,"user_id_str":"3448284313","conversation_id_str":"1980629163976675779","full_text":"People are sleeping on Deep Agents.\n\nStart using them now.\n\nThis is a fun paper showcasing how to put together advanced deep agents for enterprise use cases.\n\nUses the best techniques: task decomposition, planning, specialized subagents, MCP for NL2SQL, file analysis, and more. https://t.co/UePZmIQkWR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684241202520238","view_count":15368,"bookmark_count":23,"created_at":1761066897000,"favorite_count":77,"quote_count":4,"reply_count":7,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"BREAKING: OpenAI launches ChatGPT Atlas. \n\nA new AI-powered browser built around ChatGPT.\n\nChat goes with you anywhere on the web. https://t.co/CjhEC89Ek1","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980689459785134240","view_count":2750,"bookmark_count":1,"created_at":1761068141000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Atlas is a great tool for \"vife-lifing\". \n\nYou can use the agent to delegate tasks (personal or professional) and hopefully improve productivity and curiosity. \n\nAvailable on MacOS. \n\nAgent is only available to Plus and Pro.\n\nMore personalization coming soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980688230904144086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980684242980884483","view_count":1407,"bookmark_count":2,"created_at":1761066897000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"It's OpenAI's attempt at combining the AI chat experience with the browser. \n\nChatGPT is the \"beating heart of Atlas\"!\n\nBuilt to be fast and flexible.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684241202520238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684244818301158","view_count":1741,"bookmark_count":4,"created_at":1761066897000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Three core features of Atlas:\n\n- Chat goes with you anywhere on the web\n- Browser memory to personalize the experience across the web\n- Agents can take actions for you https://t.co/LKcFw8l1cK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684242980884483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,94],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685471987507241","view_count":1222,"bookmark_count":3,"created_at":1761067190000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can invite ChatGPT to any tab you have open.\n\nIt can see the webpage and answer questions. https://t.co/gCe8Ao4ikB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684244818301158","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685725826691098","view_count":1448,"bookmark_count":3,"created_at":1761067251000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can do web searches and click through links to preview pages. \n\nAnd you can continue interacting with webpages seamlessly. https://t.co/7s6pBg1D3c","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685471987507241","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686101888041405","view_count":1424,"bookmark_count":2,"created_at":1761067340000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can polish your emails in-line. \n\nNo more copy-pasting your drafts.\n\nIt's called Cursor Chat. https://t.co/ClXCmO9Yv2","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685725826691098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,157],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686827347456380","view_count":1371,"bookmark_count":3,"created_at":1761067513000,"favorite_count":5,"quote_count":1,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use Agent mode with Atlas. \n\nThis means it can take actions for you. \n\nIt can do tasks in the background as you do other work in different tabs. https://t.co/8XHK746vWT","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686101888041405","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687393964388637","view_count":1118,"bookmark_count":1,"created_at":1761067648000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Agents can take over your browser whenever you want. \n\nAnd you can take back the control anytime you want or need. https://t.co/fGaEgtCqjw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686827347456380","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687837659034102","view_count":1325,"bookmark_count":1,"created_at":1761067754000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"For safety, you can manage in Agent mode whether ChatGPT works alongside you using your logged-in accounts or not. https://t.co/eS0QMQO9bo","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687393964388637","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980688230904144086","view_count":3283,"bookmark_count":3,"created_at":1761067848000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use incognito mode when you don't want ChatGPT to remember what you are doing in the browser. https://t.co/jy4noKCylP","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687837659034102","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":218,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980997089120444595","view_count":26796,"bookmark_count":263,"created_at":1761141485000,"favorite_count":372,"quote_count":1,"reply_count":11,"retweet_count":65,"user_id_str":"3448284313","conversation_id_str":"1980997089120444595","full_text":"Scaling RL for Trillion-Scale Thinking Model\n\nScaling RL is hard! But this team might have figured out something.\n\nThey introduce Ring-1T, a 1T-parameter MoE reasoning model with ~50B params active per token.\n\nIt’s trained with a long-CoT SFT phase, a verifiable-rewards reasoning RL phase, then a general RLHF phase, and introduces three pieces that make trillion-scale RL actually run:\n\n- IcePop to stabilize updates\n\n- C3PO++ to keep GPUs busy under a token budget\n\n- ASystem to unify high-throughput RL stack\n\nOn benchmarks, it leads open weights on AIME-25, HMMT-25, ARC-AGI-1, LiveCodeBench, CodeForces, and ArenaHard v2.\n\nIt reaches silver-medal level on IMO-2025 using only natural-language reasoning.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"cme295.stanford.edu/syllabus/","expanded_url":"https://cme295.stanford.edu/syllabus/","url":"https://t.co/lpD2idL5co","indices":[311,334]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981030346037612847","view_count":42839,"bookmark_count":964,"created_at":1761149414000,"favorite_count":873,"quote_count":1,"reply_count":8,"retweet_count":153,"user_id_str":"3448284313","conversation_id_str":"1981030346037612847","full_text":"🎓Stanford CME295 Transformers & LLMs\n\nNice to see the new release of this new course on Transformers and LLMs.\n\nGreat way to catch up on the world of LLMs and AI Agents.\n\nIncludes topics like the basics of attention, mixture-of-experts, to agents.\n\nExcited to see more on evals. \n\nFirst lessons available now.\n\nhttps://t.co/lpD2idL5co","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981041821598781673","view_count":1442,"bookmark_count":2,"created_at":1761152150000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981041821598781673","full_text":"Great to see advancements in agentic browsers. \n\nOpenAI Atlas is dope and useful for research.\n\nBut it also reminds me how bad computer-use agents are.\n\nIt sucks at editing and formatting.\n\nWays to go still. Lots of opportunities here for founders.\n\nHave you tried it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[43,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]},{"id_str":"776585502606721024","name":"PyTorch","screen_name":"PyTorch","indices":[17,25]},{"id_str":"14930686","name":"Edward Z. Yang","screen_name":"ezyang","indices":[26,33]},{"id_str":"2786323310","name":"Adam Paszke","screen_name":"apaszke","indices":[34,42]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1981082383894839454","view_count":941,"bookmark_count":1,"created_at":1761161821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981035612540166556","full_text":"@soumithchintala @PyTorch @ezyang @apaszke Damn. I miss PyTorch conferences. Cool crew. :)","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1981035612540166556","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":58,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981373662524821996","view_count":14664,"bookmark_count":12,"created_at":1761231267000,"favorite_count":35,"quote_count":1,"reply_count":8,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981373662524821996","full_text":"Not sure what's up with ChatGPT lately.\n\nProjects don't work as they used to.\n\nI have moved all my Projects to Claude Code Skills.\n\nNight and day!\n\nSkills give you so much personalization. They can easily be adapted too!\n\nThe Claude team really cooked with this one.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981360482813710384","view_count":22232,"bookmark_count":179,"created_at":1761228125000,"favorite_count":234,"quote_count":6,"reply_count":15,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1981360482813710384","full_text":"Lookahead Routing for LLMs\n\nProposes Lookahead, a routing framework to enable more informed routing without full inference.\n\nAchieves an average performance gain of 7.7% over the state-of-the-art.\n\nHere is why it works:\n\nLookahead is a new framework for routing in multi-LLM systems, deciding which model should handle each query.\n\nKey idea: Instead of routing based only on the input query, Lookahead predicts latent representations of potential responses, giving it a “peek” into what each model would say without fully generating text.\n\nSmarter decisions: This response-aware prediction makes routing more context-sensitive and accurate, especially for open-ended or preference-driven tasks.\n\nEfficient learning: It’s highly data-efficient, reaching full performance with only 16% of training data compared to baselines, and learns better semantic representations for routing.\n\nDual design: Works with both causal and masked LM variants, generalizing across multiple architectures.\n\nPerformance: Outperforms state-of-the-art routing methods across seven benchmarks, with the biggest gains in nuanced, creative tasks.\n\nLookahead shows that adding lightweight generative foresight can make multi-model systems more adaptive and cost-efficient without needing full model inference.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364255564935339","view_count":13294,"bookmark_count":114,"created_at":1761229025000,"favorite_count":152,"quote_count":4,"reply_count":8,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"Builds an OS agent for long-horizon tasks.\n\nUses step-wise RL and self-evolve training to enable the agent to carry out long-horizon interactions.\n\nInstead of one big model doing everything, it uses multiple cooperating agents. One for memory and context, one for breaking down complex tasks, and another to check and fix mistakes along the way.\n\nThis is another great example of deep agents to personalize user-agent interactions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,10],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2178012643","name":"Balaji","screen_name":"balajis","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"balajis","lang":"qme","retweeted":false,"fact_check":null,"id":"1981348724157681903","view_count":527,"bookmark_count":0,"created_at":1761225322000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981343012010799545","full_text":"@balajis 🚀","in_reply_to_user_id_str":"2178012643","in_reply_to_status_id_str":"1981343012010799545","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,91],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","quoted_status_id_str":"1981373662524821996","quoted_status_permalink":{"url":"https://t.co/Rz4pIlMnvJ","expanded":"https://twitter.com/omarsar0/status/1981373662524821996","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1981433340801798335","view_count":8433,"bookmark_count":4,"created_at":1761245496000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1981432799212249119","full_text":"@OpenAI I have given up on Projects. It used to work so well and not sure what has changed:","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1981432799212249119","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.19386","expanded_url":"https://arxiv.org/abs/2510.19386","url":"https://t.co/FAqW4vi39w","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364268147888248","view_count":2746,"bookmark_count":6,"created_at":1761229028000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"https://t.co/FAqW4vi39w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981364255564935339","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":145,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981798842866557281","view_count":56677,"bookmark_count":291,"created_at":1761332638000,"favorite_count":270,"quote_count":4,"reply_count":23,"retweet_count":23,"user_id_str":"3448284313","conversation_id_str":"1981798842866557281","full_text":"On Skills vs. Subagents\n\nBeen using Skills extensively for the past couple of days.\n\nBut like many other Claude Code users, I've been thinking about the difference between subagents and Skills. \n\nSubagents are useful for handing off subtasks (i.e., separation of concerns) from the main task (e.g., deep research with a planner). \n\nAnd skills are about loading context efficiently with a neat tiered system. \n\nSubagents can also leverage Skills.\n\nAnd I sometimes also use custom commands to orchestrate more complex scenarios. They are all useful features to have. \n\nWho knows? This will probably change again or will be unified into one efficient approach in the near future. \n\nBut one is clear today: planning, orchestrating, and context management are all useful patterns for current LLM-based agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,168],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1981793327956865504","view_count":60156,"bookmark_count":829,"created_at":1761331323000,"favorite_count":624,"quote_count":6,"reply_count":16,"retweet_count":120,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"Fundamentals of Building Autonomous LLM Agents\n\nGreat overview of LLM-based agents.\n\nGreat if you are just getting started with AI agents.\n\nThis covers the basics good. https://t.co/zqWYNKvc4i","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,52],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"221658618","name":"Geoffrey Litt","screen_name":"geoffreylitt","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"geoffreylitt","lang":"en","retweeted":false,"fact_check":null,"id":"1981731826990293142","view_count":671,"bookmark_count":0,"created_at":1761316661000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981720163968749736","full_text":"@geoffreylitt Good take. Roughly how I use AI today.","in_reply_to_user_id_str":"221658618","in_reply_to_status_id_str":"1981720163968749736","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.09244","expanded_url":"https://arxiv.org/abs/2510.09244","url":"https://t.co/BqxCInKwfM","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981793340158034389","view_count":5806,"bookmark_count":60,"created_at":1761331326000,"favorite_count":34,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"https://t.co/BqxCInKwfM","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981793327956865504","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":8,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,133],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1982463725589168152","view_count":13170,"bookmark_count":45,"created_at":1761491159000,"favorite_count":139,"quote_count":3,"reply_count":17,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1982463725589168152","full_text":"Curious how Kimi CLI will stack up against Claude Code and the like. \n\nI think there is a lot of room for innovation with CLI agents. https://t.co/h6lRvpVbXL","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":82,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983175377393479759","view_count":18485,"bookmark_count":56,"created_at":1761660830000,"favorite_count":132,"quote_count":6,"reply_count":26,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"Damn it! Now it’s hard to think of building AI agents without access to the filesystem and agentic search.\n\nClaude Code has spoiled me.\n\nBut my agents are so darn better with bash, glob, grep, files, skills, and the like. \n\nMemory, context engineering, evals, etc — all better.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180523473354906","view_count":44828,"bookmark_count":401,"created_at":1761662057000,"favorite_count":391,"quote_count":2,"reply_count":23,"retweet_count":61,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"Microsoft's open-source game is on 🔥!\n\nThey release Agent Lightning to help optimize multi-agent systems.\n\nIt works with popular agent frameworks. Barely any code change needed.\n\nIntegrates algos like RL, Automatic Prompt Optimization, Supervised Fine-tuning, and more. https://t.co/6dbmVQeLYU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983195339382501476","quoted_status_permalink":{"url":"https://t.co/TfSChnt80H","expanded":"https://twitter.com/taranjeetio/status/1983195339382501476","display":"x.com/taranjeetio/st…"},"retweeted":false,"fact_check":null,"id":"1983200901402927115","view_count":16522,"bookmark_count":58,"created_at":1761666915000,"favorite_count":128,"quote_count":0,"reply_count":10,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1983200901402927115","full_text":"Memory for AI agents is a bigger deal than it looks.\n\nHuge congrats to the Mem0 team on their Series A.\n\nI've been building with mem0 for the past couple of months. It's clear this team is building some impressive stuff.\n\nCheck them out if you are an AI dev building agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1882380791751303168","name":"arti","screen_name":"claudeusmaximus","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"claudeusmaximus","lang":"en","retweeted":false,"fact_check":null,"id":"1983186700810760214","view_count":197,"bookmark_count":0,"created_at":1761663529000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@claudeusmaximus i wouldn't throw away vector dbs just yet -- there is a world where both and even emerging search tools exist","in_reply_to_user_id_str":"1882380791751303168","in_reply_to_status_id_str":"1983181568207401040","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1983186373881561446","view_count":170,"bookmark_count":0,"created_at":1761663452000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@iamrobotbear yeah, that would be great","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1983185724716528105","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1534421484546174976","name":"Taranjeet","screen_name":"taranjeetio","indices":[0,12]},{"id_str":"1670746017828859904","name":"mem0","screen_name":"mem0ai","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"taranjeetio","lang":"en","retweeted":false,"fact_check":null,"id":"1983201017601896723","view_count":1255,"bookmark_count":0,"created_at":1761666943000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983195339382501476","full_text":"@taranjeetio @mem0ai Congrats!","in_reply_to_user_id_str":"1534421484546174976","in_reply_to_status_id_str":"1983195339382501476","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/microsoft/agen…","expanded_url":"https://github.com/microsoft/agent-lightning","url":"https://t.co/guN9Q93Uig","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180535943118949","view_count":3508,"bookmark_count":32,"created_at":1761662060000,"favorite_count":35,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"https://t.co/guN9Q93Uig","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983180523473354906","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":72,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983630211506958699","view_count":14776,"bookmark_count":6,"created_at":1761769271000,"favorite_count":38,"quote_count":3,"reply_count":12,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983630211506958699","full_text":"What happened to AGI?\n\nI don't see anyone mentioning it on my timeline anymore. \n\nApparently, it's now ASI. :)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983637226996298210","view_count":28999,"bookmark_count":172,"created_at":1761770943000,"favorite_count":178,"quote_count":0,"reply_count":18,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1983637226996298210","full_text":"There is so much value in data for training/tuning LLM agents.\n\nBut there aren't too many good public ones.\n\nIf you do find a good one, it's not in a standard format, and tools vary.\n\nAgent Data Protocol attempts to solve this by unifying datasets for fine-tuning LLM agents. https://t.co/pzSkHzoNlT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.24699","expanded_url":"https://arxiv.org/abs/2510.24699","url":"https://t.co/Vqy0hRwKOR","indices":[1530,1553]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983646041850495140","view_count":25802,"bookmark_count":387,"created_at":1761773045000,"favorite_count":343,"quote_count":3,"reply_count":11,"retweet_count":51,"user_id_str":"3448284313","conversation_id_str":"1983646041850495140","full_text":"This is actually a clever context engineering technique for web agents.\n\nIt's called AgentFold, an agent that acts as a self-aware knowledge manager.\n\nIt treats context as a dynamic cognitive workspace by folding information at different scales:\n\n- Light folding: Compressing small details while keeping the important stuff\n\n- Deep folding: Combining multiple steps or tasks into a simplified summary\n\nMore of my notes:\n\n1) Solving context saturation – Traditional ReAct-based web agents accumulate noisy histories, causing context overload, while fixed summarization methods risk irreversible information loss. AgentFold introduces a dynamic folding paradigm that balances detail preservation with efficient compression.\n\n2) Proactive context management – Rather than passively logging history, AgentFold actively manages its workspace through multi-scale folding operations, adapting to task complexity and information density in real-time.\n\n3) Impressive efficiency – AgentFold-30B achieves 36.2% on BrowseComp and 47.3% on BrowseComp-ZH, outperforming dramatically larger open-source models like DeepSeek-V3.1-671B and surpassing proprietary agents like OpenAI's o4-mini.\n\n4) Simple training approach – Achieved through SFT without requiring continual pre-training or RL, making it more accessible for AI practitioners.\n\n5) Significant resource advantage – Achieves competitive performance with 30B parameters versus competitors using 671B+ parameters. Major efficiency gains for web agent development and deployment.\n\nPaper: https://t.co/Vqy0hRwKOR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,94],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2309105822","name":"Eric Jang","screen_name":"ericjang11","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"ericjang11","lang":"en","retweeted":false,"fact_check":null,"id":"1983341537150054546","view_count":614,"bookmark_count":0,"created_at":1761700445000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983257382739390820","full_text":"@ericjang11 So cool to see your years of work come to life like this. What an exciting future.","in_reply_to_user_id_str":"2309105822","in_reply_to_status_id_str":"1983257382739390820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983558992141189401","view_count":3,"bookmark_count":0,"created_at":1761752291000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician in what sense?","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983557629315068111","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"240008974","name":"Greg Kamradt","screen_name":"GregKamradt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"GregKamradt","lang":"en","retweeted":false,"fact_check":null,"id":"1983557531348988200","view_count":124,"bookmark_count":1,"created_at":1761751942000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983186681240174791","full_text":"@GregKamradt I used to do this a lot but now I just switch to plan mode when I don’t want code to be written. And then switch back to auto edits or manually approved edits depending on complexity of task. Shift + Tab does it for me.","in_reply_to_user_id_str":"240008974","in_reply_to_status_id_str":"1983186681240174791","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,18],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1495078042498002950","name":"finbarr","screen_name":"finbarrtimbers","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"finbarrtimbers","lang":"qme","retweeted":false,"fact_check":null,"id":"1983523296873214152","view_count":417,"bookmark_count":0,"created_at":1761743780000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983272290520576182","full_text":"@finbarrtimbers ❤️","in_reply_to_user_id_str":"1495078042498002950","in_reply_to_status_id_str":"1983272290520576182","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983560946405589395","view_count":4,"bookmark_count":0,"created_at":1761752757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician Not sure how others use Claude Code, but I am using both MCP and Skills in all my workflows.","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983559552910966963","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":113,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892163990843692","view_count":21556,"bookmark_count":239,"created_at":1761831725000,"favorite_count":294,"quote_count":5,"reply_count":11,"retweet_count":54,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Graph-based Agent Planning\n\nIt lets AI agents run multiple tools in parallel to accelerate task completion.\n\nUses graphs to map tool dependencies + RL to learn the best execution order.\n\nRL also helps with scheduling strategies and planning.\n\nMajor speedup for complex tasks. https://t.co/3w5rluxJfm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983662836896448756","quoted_status_permalink":{"url":"https://t.co/fHpZcgxjzl","expanded":"https://twitter.com/cognition/status/1983662836896448756","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1983892272492978178","view_count":7503,"bookmark_count":12,"created_at":1761831751000,"favorite_count":30,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983892272492978178","full_text":"It's pretty exciting to see how fast agentic models are getting. \n\nBesides improved reliability, speed is a must for coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915573215162873","view_count":41421,"bookmark_count":142,"created_at":1761837306000,"favorite_count":320,"quote_count":3,"reply_count":21,"retweet_count":34,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🚀 MiniMax-M2 is the new top-tier open model for agentic workflows and advanced coding.\n\n• #1 Open-source Model & #4 Intelligence (Artificial Analysis)\n• 200k context window (128K max output tokens)\n• ~100 TPS throughput\n• 8% Claude Sonnet price, ~2x faster\n\nMore details: https://t.co/75bNpTJmY4","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983963939646881854","quoted_status_permalink":{"url":"https://t.co/BylacwdRYN","expanded":"https://twitter.com/claudeai/status/1983963939646881854","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1983976239531761888","view_count":38493,"bookmark_count":253,"created_at":1761851770000,"favorite_count":219,"quote_count":1,"reply_count":6,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"This has been one of the most epic uses of Skills.\n\nBuilding, testing, and optimizing MCP tools.\n\nA few of my MCP tools are agent-powered, so I ended up generalizing the skill to optimize agents and context.\n\nWriting, evals, data analysis, most of it moved to Claude Code now. 🚀","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983916779660362154","view_count":3130,"bookmark_count":2,"created_at":1761837594000,"favorite_count":11,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Personally, it's very exciting to see open efforts for models that do well for agentic workflows. \n\nLet me know if you would like to see a guide on this and how I have started to use it for AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915652764332401","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983979069432852744","view_count":3251,"bookmark_count":6,"created_at":1761852445000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983976239531761888","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915592055968239","view_count":1086,"bookmark_count":4,"created_at":1761837311000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🐙 Engineered for Agents & Code\n\n• M2 excels in math, science, and code.\n• #1 Open-source Model & #4 Intelligence (by Artificial Analysis & LMArena)\n• Crushes SWE-Bench + Terminal-Bench.\n• Comparable to top proprietary models in BrowseComp.\n\nPowered by MiniMax’s CISPO scaling algorithm, the technique is highlighted in Meta’s \"Art of Scaling RL Compute.\"","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915573215162873","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,189],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915607608455540","view_count":525,"bookmark_count":2,"created_at":1761837314000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"1️⃣ #1 on OpenRouter's Top Today Chart!\n\nJust a few days after release, it's trending to be the top open-source model in terms of token usage in OpenRouter.\n\nIt's taking off really quickly. https://t.co/MIa57aZyLd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915592055968239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915623181894127","view_count":459,"bookmark_count":1,"created_at":1761837318000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"👨💻 Agentic Intelligence, Simplified\n\nSupports full dev cycles: multi-file edits → run → debug → auto-fix.\n\nM2 enables developers to transition seamlessly from the shell to the browser to MCP tools. Great for agents & long-horizon tasks.\n\nM2 plans, executes, retrieves, and self-corrects autonomously.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915607608455540","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/MiniMax-AI/Min…","expanded_url":"https://github.com/MiniMax-AI/MiniMax-M2","url":"https://t.co/cBgswjsHzG","indices":[250,273]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915635655766483","view_count":977,"bookmark_count":4,"created_at":1761837321000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🧠 Built for Efficiency & Accuracy\n\nBuilt for multi-hop, retrieval-heavy reasoning.\n\nM2 also shows that activation size matters.\n\nIt uses 10B activations, which leads to more responsive agent loops + better unit economics.\n\nMore info in the repo: https://t.co/cBgswjsHzG","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915623181894127","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,250],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/elvism2","expanded_url":"https://bit.ly/elvism2","url":"https://t.co/i0r1R48XXb","indices":[107,130]},{"display_url":"platform.minimax.io/docs/guides/te…","expanded_url":"https://platform.minimax.io/docs/guides/text-generation","url":"https://t.co/YdCOkaAbo2","indices":[138,161]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915652764332401","view_count":3905,"bookmark_count":12,"created_at":1761837325000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Free for all devs, globally via MiniMax Agent and APIs for a limited time.\n\nTry it:\n🔹 MiniMax Agent (Web): https://t.co/i0r1R48XXb\n🔹 API: https://t.co/YdCOkaAbo2\n\nAlso live across Claude Code, Cursor, Cline, Roo Code, Grok CLI, Gemini CLI & more. https://t.co/chVipM5l6O","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915635655766483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,180],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1983976239531761888","url":"https://t.co/O5K64wV3Sg","indices":[157,180]}],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1983976239531761888","quoted_status_permalink":{"url":"https://t.co/O5K64wV3Sg","expanded":"https://x.com/omarsar0/status/1983976239531761888","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1983977067374113202","view_count":1536,"bookmark_count":9,"created_at":1761851968000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983961480254083225","full_text":"@trq212 Actually, the easiest might be Claude Code + Skills. ;)\n\nSkills have allowed me to better package best practices into how I build agentic systems. \n\nhttps://t.co/O5K64wV3Sg","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1983961480254083225","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.25320","expanded_url":"https://arxiv.org/abs/2510.25320","url":"https://t.co/1Zv2ziLTDV","indices":[7,30]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892176892522642","view_count":3223,"bookmark_count":17,"created_at":1761831728000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Paper: https://t.co/1Zv2ziLTDV","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983892163990843692","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","retweeted":false,"fact_check":null,"id":"1983979175020003663","view_count":1234,"bookmark_count":2,"created_at":1761852470000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983963930356752820","full_text":"Thanks for the feature. I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1983963941199102450","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":38,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983556187632365712","quoted_status_permalink":{"url":"https://t.co/Q5cfxJfnTr","expanded":"https://twitter.com/zeeg/status/1983556187632365712","display":"x.com/zeeg/status/19…"},"retweeted":false,"fact_check":null,"id":"1984069751518515644","view_count":12338,"bookmark_count":19,"created_at":1761874065000,"favorite_count":48,"quote_count":0,"reply_count":6,"retweet_count":6,"user_id_str":"3448284313","conversation_id_str":"1984069751518515644","full_text":"The “MCP is dead” camp is just as clueless as the “RAG is dead” camp.\n\nThey have absolutely no clue what they are talking about.\n\nJust watch what happens in the next couple of weeks in this timeline.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984235423707844958","view_count":37257,"bookmark_count":179,"created_at":1761913564000,"favorite_count":141,"quote_count":0,"reply_count":11,"retweet_count":14,"user_id_str":"3448284313","conversation_id_str":"1984235423707844958","full_text":"Excited to announce our academy's first cohort-based course, Building Effective AI Agents.\n\nThis is the one solution that teaches, end-to-end, how to build, evaluate, and deploy AI agents.\n\nFor 1 month, you'll build with cutting-edge techniques like memory and deep agents. https://t.co/WSHrGS0mnU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984248563711586493","view_count":40089,"bookmark_count":263,"created_at":1761916697000,"favorite_count":442,"quote_count":2,"reply_count":40,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"The more I use Claude Code, the more it makes me believe that I can build whatever I want.\n\nIt coded this little feature flawlessly in one shot.\n\nIt's a luxury feature (I haven't had the time to implement it) that lots of people have been asking for our guides. \n\nShipping soon! https://t.co/qISPApi7lS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1984251183331262739","quoted_status_permalink":{"url":"https://t.co/McUYOwPQJa","expanded":"https://twitter.com/dair_ai/status/1984251183331262739","display":"x.com/dair_ai/status…"},"retweeted":false,"fact_check":null,"id":"1984253171334893809","view_count":7641,"bookmark_count":13,"created_at":1761917796000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984253171334893809","full_text":"One of the many AI-powered tools we are providing to our academy subs. \n\nIt's in beta, but I believe it's already extremely useful to students navigating technical AI courses. \n\nIt can even translate, which is a super boost for some of our learners.\n\nStay tuned for more!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863959670169501696","name":"Kimi.ai","screen_name":"Kimi_Moonshot","indices":[0,14]},{"id_str":"1471128655699062784","name":"Zed","screen_name":"zeddotdev","indices":[15,25]}]},"favorited":false,"in_reply_to_screen_name":"Kimi_Moonshot","lang":"en","retweeted":false,"fact_check":null,"id":"1984251629026308362","view_count":1722,"bookmark_count":0,"created_at":1761917428000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984207733177090274","full_text":"@Kimi_Moonshot @zeddotdev Huge! Congrats, team.","in_reply_to_user_id_str":"1863959670169501696","in_reply_to_status_id_str":"1984207733177090274","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,103],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38821351","name":"Klaas","screen_name":"forgebitz","indices":[0,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}]},"favorited":false,"in_reply_to_screen_name":"forgebitz","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984237838779703623","view_count":1164,"bookmark_count":4,"created_at":1761914140000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984214576033100048","full_text":"@forgebitz Interesting idea. I was thinking of the same lately after seeing this in the Anthropic docs: https://t.co/gAARQYnsOO","in_reply_to_user_id_str":"38821351","in_reply_to_status_id_str":"1984214576033100048","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,204],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","retweeted":false,"fact_check":null,"id":"1984304979671224702","view_count":5995,"bookmark_count":2,"created_at":1761930148000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984304194837528864","full_text":"@OpenAI I really wish Atlas would improve on more advanced browser operations. It can click buttons and do regular browsing, but it gets stuck quite often when it's adding, formatting, or creating things.","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1984304194837528864","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"promptingguide.ai/agents/deep-ag…","expanded_url":"https://www.promptingguide.ai/agents/deep-agents","url":"https://t.co/EP15vqHmOL","indices":[108,131]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984280472365760852","view_count":6547,"bookmark_count":14,"created_at":1761924305000,"favorite_count":19,"quote_count":0,"reply_count":4,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"This is roughly how it would work. You can click on copy markdown or send the guide to ChatGPT or Claude. \n\nhttps://t.co/EP15vqHmOL https://t.co/hUXeh130Du","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984248563711586493","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1984281498057687053","view_count":3350,"bookmark_count":3,"created_at":1761924549000,"favorite_count":11,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"I am pushing out lots of improvements to the guide, including new advanced guides, in the coming weeks. \n\nClaude Code has been instrumental in maintaining this open-source project.\n\nI feel like I can now ship all the luxury features I had in mind for the guide. More soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984280472365760852","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","retweeted":false,"fact_check":null,"id":"1984281863679328336","view_count":504,"bookmark_count":0,"created_at":1761924637000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"@theideogenesis I have been trying it for the past couple of weeks, but it just doesn't stick for some reason.","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1984281595214492083","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":41,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984641893519839271","view_count":81503,"bookmark_count":449,"created_at":1762010474000,"favorite_count":505,"quote_count":3,"reply_count":32,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"Simplicity is at the heart of great software.\n\nThis is one of the reasons why Claude Code has been sticky for me.\n\nAs a builder, I love planning and brainstorming, and this is now a key focus of Claude Code.\n\nI use Shift + Tab a lot to cycle between brainstorming, planning, and execution.\n\nThis functionality provides the appropriate interface for me to either be very involved or less involved as I please.\n\nThis works particularly well when building out new and complex features or entire new projects.\n\nThis saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that.\n\nI have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed.\n\nVibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1984647765377307081","view_count":923,"bookmark_count":0,"created_at":1762011874000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984645815361814672","full_text":"@OfficialLoganK 💯 vibe coding removes so many barriers","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1984645815361814672","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,80],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1899832852910624768","name":"CrazyAI Tech","screen_name":"CrazyAITech","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"CrazyAITech","lang":"en","retweeted":false,"fact_check":null,"id":"1984645346706747549","view_count":1624,"bookmark_count":1,"created_at":1762011298000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@CrazyAITech there is a good reason why i use it inside the IDE but yeah i agree","in_reply_to_user_id_str":"1899832852910624768","in_reply_to_status_id_str":"1984644313788133486","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1727823147045388288","name":"TrevorPillows","screen_name":"TrevorPillowsSa","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"TrevorPillowsSa","lang":"en","retweeted":false,"fact_check":null,"id":"1984648134706774371","view_count":79,"bookmark_count":0,"created_at":1762011962000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@TrevorPillowsSa it's not only bugs... it's design taste, architecture decisions, and other important decisions","in_reply_to_user_id_str":"1727823147045388288","in_reply_to_status_id_str":"1984647392453673433","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":16,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985022450606714899","view_count":36665,"bookmark_count":107,"created_at":1762101206000,"favorite_count":127,"quote_count":1,"reply_count":19,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Proactive agents are going to fundamentally change how we interact with software.\n\nTraditional software and UI/UX are about to get a major upgrade.\n\nProactive agents will eliminate broken interfaces.\n\nWe know really well that the way we interact with computers and devices today is broken (including mobile phones), and I believe we might finally be able to fix that.\n\nProactive agents will carry out an insane amount of work for you, and the way we provide them feedback and assess outputs cannot be supported by current interfaces.\n\nCurrent interfaces limit proactive agents.\n\nWe need to reassess how we interact with software, hardware, and digital information. There is a lot of work to do on the research and engineering front. First-principles thinking will thrive here.\n\nThe change is coming whether you like it or not.\n\nI can't wait for the day when I don't have to waste time looking or chatting for information in a million tabs in my browser.\n\nMost of my work already happens in Claude Code. From writing, to evals, to data analysis, to deep research, all the way to coding entire apps and building new experiences for our communities. Coding agents also scale nicely with parallelizing tasks. But that's touching the surface. I believe it's a glimpse of the future that's coming. A new form factor could emerge, too.\n\nI also like using ChatGPT Pulse daily, which is basically a proactive AI looking for what it thinks I will enjoy reading. Not only that, it is also shaping my health habits and how to improve as a person.\n\nProactive agents will be able to work 24 hours a day (all year round), which means more can get done in shorter timelines, leading to significant boosts in productivity across the board.\n\nI know for many, this will feel like a very optimistic view. I, too, will acknowledge the limitations of LLM-based agents. But I am already building personalized proactive agents for the future, and even with its current limitations, it's already enabling and accelerating my impact through various efforts in open-source, consulting, science, and education. I feel like we have built a good foundation to accelerate how much positive impact we can bring to our customers and communities.\n\nThe most exciting change I am witnessing in my life is the balance that this technology brings. I can finally build relentlessly (with AI assistants), take care of my health (and those of my loved ones), and explore new passions. Proactive agents will only accelerate this further.\n\nLots of changes, socially, economically, culturally, and philosophically, will happen. Still thinking deeply about how this changes the way we accelerate humanity. \n\nFeel free to disagree/agree with me. I would love to genuinely hear how others are thinking of a future with abundant AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"GoogleAIStudio","lang":"en","retweeted":false,"fact_check":null,"id":"1985095499926360108","view_count":1428,"bookmark_count":0,"created_at":1762118623000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985095028612698534","full_text":"@GoogleAIStudio Great addition. Thank you!","in_reply_to_user_id_str":"1742923424056713217","in_reply_to_status_id_str":"1985095028612698534","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,286],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3284645496","name":"Md. Mehedi Hasan Rakib","screen_name":"mehedi_u","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"mehedi_u","lang":"en","retweeted":false,"fact_check":null,"id":"1985028498180710883","view_count":282,"bookmark_count":0,"created_at":1762102648000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Great question. That's why I initially started this note on interfaces. I think that's where a lot of innovation needs to happen. I suspect new form factors or changing fundamentally how we interact with AI/software. On the agency part, I think that's where personalization or true understanding of our individual experiences will come into play. I don't think AI is there today. Lots to think about here, but just sharing quick thoughts.","in_reply_to_user_id_str":"3284645496","in_reply_to_status_id_str":"1985027377013961156","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1985023375563981297","view_count":173,"bookmark_count":0,"created_at":1762101427000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@SrinivasValekar One of the areas I am spending a lot of time on recently. So much we can build here.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1985023080251695430","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"102288215","name":"Swayson","screen_name":"Swayson","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Swayson","lang":"en","retweeted":false,"fact_check":null,"id":"1985024481581023458","view_count":123,"bookmark_count":0,"created_at":1762101691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@Swayson I can admit there were issues early on but this has improved with better interfaces and workflows.","in_reply_to_user_id_str":"102288215","in_reply_to_status_id_str":"1985024027010998610","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,185],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4697265492","name":"Ak afridi","screen_name":"afridi_aka1","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"afridi_aka1","lang":"en","retweeted":false,"fact_check":null,"id":"1985029233710678035","view_count":72,"bookmark_count":0,"created_at":1762102824000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@afridi_aka1 I like the mention of intuity here. So much progress on personalization needs to happen. And I think that's the area that we, as a field, have not been able to crack (yet).","in_reply_to_user_id_str":"4697265492","in_reply_to_status_id_str":"1985028663050375633","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,195],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"346640777","name":"Matt Pocock","screen_name":"mattpocockuk","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mattpocockuk","lang":"en","retweeted":false,"fact_check":null,"id":"1985025447625896143","view_count":2925,"bookmark_count":2,"created_at":1762101921000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984971345839439880","full_text":"@mattpocockuk Windsurf takes the crown for me. Haven't had the need to change it since I installed it. I know their team has worked really hard on the tab to complete, and they keep improving it.","in_reply_to_user_id_str":"346640777","in_reply_to_status_id_str":"1984971345839439880","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":47,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348779193860414","view_count":31167,"bookmark_count":168,"created_at":1762179009000,"favorite_count":150,"quote_count":2,"reply_count":13,"retweet_count":22,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Long-term memory doesn't have to suck!\n\nHere is the problem: even LLMs with 1M token windows struggle substantially as dialogues lengthen.\n\nRaw context capacity alone is insufficient for effective long-term conversational memory.\n\nOn the other hand, hybrid memory approaches work really well on AI agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985358804469284945","view_count":6743,"bookmark_count":10,"created_at":1762181399000,"favorite_count":51,"quote_count":1,"reply_count":7,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985358804469284945","full_text":"Vibe coding is cute, but pair it with intentional development cycles, and watch how far you can take a project with coding agents today.\n\nLearn to code and vibe code. You won't regret it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985353551984427435","view_count":11085,"bookmark_count":75,"created_at":1762180147000,"favorite_count":92,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985353551984427435","full_text":"Cool project showcasing the use of multi-agent systems for scientific research. https://t.co/zTBaYYbrcd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985383441953923221","quoted_status_permalink":{"url":"https://t.co/afIj7eO4Ef","expanded":"https://twitter.com/garrytan/status/1985383441953923221","display":"x.com/garrytan/statu…"},"retweeted":false,"fact_check":null,"id":"1985406276986098174","view_count":22025,"bookmark_count":62,"created_at":1762192718000,"favorite_count":84,"quote_count":1,"reply_count":14,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985406276986098174","full_text":"Mostly agree with this. \n\n\"Write evals\" sounds scary to most people, but it's a stand-out skill for AI agent builders today.\n\nFrom building datasets to verification to understanding how to connect metrics to business value.\n\nEvals are now a requirement in our academy.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348795098673594","view_count":781,"bookmark_count":14,"created_at":1762179013000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"This paper proposes LIGHT, a cognitive-inspired framework that equips LLMs with three complementary memory systems.\n\n(Paper in the last tweet)\n\n- 1) episodic memory - a vector database storing key-value pairs and summaries of dialogue turns for retrieval,\n- 2) working memory - the most recent dialogue pairs, and\n- 3) a scratchpad - an iteratively compressed semantic layer that accumulates salient facts, user instructions, and temporal anchors after each turn.\n\nAt inference time, the LLM generates responses by conditioning on retrieved episodic content, working memory context, and filtered scratchpad entries relevant to the query.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348779193860414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985348807849300249","view_count":2947,"bookmark_count":1,"created_at":1762179016000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Key Results/Insights:\n\nLIGHT consistently outperforms both long-context LLMs and RAG baselines across all conversation lengths, with improvements growing as context increases: +49-60% at 100K-1M tokens, and dramatic +107-156% gains at 10M tokens where no model natively supports full context.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348795098673594","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.27246","expanded_url":"https://arxiv.org/abs/2510.27246","url":"https://t.co/wR2fwdzVoJ","indices":[421,444]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348825197039718","view_count":2942,"bookmark_count":4,"created_at":1762179020000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"The framework shows the largest relative improvements in tasks requiring long-range reasoning: summarization (+160.6%), multi-hop reasoning (+27.2%), and preference following (+76.5%).\n\nAblation studies reveal that all components become increasingly essential as context grows. At 10M tokens, removing any single component causes significant performance drops (retrieval -8.5%, scratchpad -3.7%, noise filtering -8.3%).\n\nhttps://t.co/wR2fwdzVoJ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348807849300249","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"12963432","name":"Armin Ronacher ⇌","screen_name":"mitsuhiko","indices":[0,10]},{"id_str":"1901022787164401666","name":"Amp","screen_name":"AmpCode","indices":[11,19]}]},"favorited":false,"in_reply_to_screen_name":"mitsuhiko","lang":"en","retweeted":false,"fact_check":null,"id":"1985380447614894151","view_count":993,"bookmark_count":0,"created_at":1762186559000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985338965516247395","full_text":"I find this puzzling as well. Like, there are so many ways to use coding agents, and there are even free ones too. \n\nI use coding agents (paid ones) for my side projects, as it also provides a good test bed to gain experience on where to improve my workflows and pushes me to figure out how to ship things faster.","in_reply_to_user_id_str":"12963432","in_reply_to_status_id_str":"1985338965516247395","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":174,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985745152204554720","view_count":18124,"bookmark_count":215,"created_at":1762273512000,"favorite_count":216,"quote_count":3,"reply_count":12,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1985745152204554720","full_text":"Tools-to-Agent Retrieval\n\nThis work presents a unified vector space embedding of both tools and agents with metadata links.\n\nEnables fine-grained tool-level and agent retrieval.\n\nIt's a great context engineering approach in that it retrieves at both the tool and agent levels using a joint index, returning whichever better matches the query.\n\nIt preserves fine-grained tool details while keeping the agent context intact, avoiding the information loss from collapsing many tools into coarse descriptions.\n\nThis is useful for scaling tools and multi-agent systems.\n\nHuge improvements on LiveMCPBench.\n\nPaper: arxiv. org/abs/2511.01854","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747392558481584","view_count":114,"bookmark_count":4,"created_at":1762274046000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747392558481584","full_text":"Context Engineering 2.0\n\nThis reports discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747789796483109","view_count":79242,"bookmark_count":865,"created_at":1762274141000,"favorite_count":744,"quote_count":9,"reply_count":30,"retweet_count":147,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"Context Engineering 2.0\n\nThis report discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities, so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"974757274206978049","name":"cat","screen_name":"_catwu","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"_catwu","lang":"en","retweeted":false,"fact_check":null,"id":"1985763059403473162","view_count":227,"bookmark_count":0,"created_at":1762277781000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985754411675930775","full_text":"@_catwu Nice. Thanks!","in_reply_to_user_id_str":"974757274206978049","in_reply_to_status_id_str":"1985754411675930775","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,61],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1962061010849697792","name":"Min Chon Chi","screen_name":"MinChonChiSF","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"MinChonChiSF","lang":"en","retweeted":false,"fact_check":null,"id":"1985756195013918736","view_count":1692,"bookmark_count":0,"created_at":1762276145000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"@MinChonChiSF Yeah, that's the part I like about this report.","in_reply_to_user_id_str":"1962061010849697792","in_reply_to_status_id_str":"1985755327250260413","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":249,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1986099467914023194","view_count":173591,"bookmark_count":2609,"created_at":1762357987000,"favorite_count":1520,"quote_count":11,"reply_count":55,"retweet_count":233,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"Anthropic just posted another banger guide.\n\nThis one is on building more efficient agents to handle more tools and efficient token usage.\n\nThis is a must-read for AI devs!\n\n(bookmark it)\n\nIt helps with three major issues in AI agent tool calling: token costs, latency, and tool composition.\n\nHow? It combines code executions with MCP, where it turns MCP servers into code APIs rather than direct tool calls.\n\nHere is all you need to know:\n\n1. Token Efficiency Problem: Loading all MCP tool definitions upfront and passing intermediate results through the context window creates massive token overhead, sometimes 150,000+ tokens for complex multi-tool workflows.\n\n2. Code-as-API Approach: Instead of direct tool calls, present MCP servers as code APIs (e.g., TypeScript modules) that agents can import and call programmatically, reducing the example workflow from 150k to 2k tokens (98.7% savings).\n\n3. Progressive Tool Discovery: Use filesystem exploration or search_tools functions to load only the tool definitions needed for the current task, rather than loading everything upfront into context. This solves so many context rot and token overload problems.\n\n4. In-Environment Data Processing: Filter, transform, and aggregate data within the code execution environment before passing results to the model. E.g., filter 10,000 spreadsheet rows down to 5 relevant ones.\n\n5. Better Control Flow: Implement loops, conditionals, and error handling with native code constructs rather than chaining individual tool calls through the agent, reducing latency and token consumption.\n\n6. Privacy: Sensitive data can flow through workflows without entering the model's context; only explicitly logged/returned values are visible, with optional automatic PII tokenization.\n\n7. State Persistence: Agents can save intermediate results to files and resume work later, enabling long-running tasks and incremental progress tracking.\n\n8. Reusable Skills: Agents can save working code as reusable functions (with SKILL .MD documentation), building a library of higher-level capabilities over time.\n\nThis approach is complex and it's not perfect, but it should enhance the efficiency and accuracy of your AI agents across the board.\n\nanthropic. com/engineering/code-execution-with-mcp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[136,146]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986118895108002012","view_count":11456,"bookmark_count":36,"created_at":1762362619000,"favorite_count":44,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Confidence is everything when building great software.\n\nLove how Yansu is approaching this.\n\nYansu is a new AI coding platform built by @isoformai for serious and complex software development.\n\nIt puts scenario simulation before coding.\n\nHere is the sauce: https://t.co/GSPmLAr09r","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1985755284527010167","quoted_status_permalink":{"url":"https://t.co/94DayvkGsO","expanded":"https://twitter.com/cognition/status/1985755284527010167","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1986078529641975809","view_count":10506,"bookmark_count":28,"created_at":1762352995000,"favorite_count":61,"quote_count":0,"reply_count":5,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986078529641975809","full_text":"Code understanding is a huge unlock for devs building with coding agents. \n\nWindsurf Codemaps is an exciting feature and a good example of what effective and automatic context engineering looks like.\n\nThis really has the potential to unleash 10x AI engineers. https://t.co/gRkHxdSMmx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2173922899","name":"Shubham Desale","screen_name":"Shubham_dd","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Shubham_dd","lang":"en","retweeted":false,"fact_check":null,"id":"1986140364860805600","view_count":5139,"bookmark_count":0,"created_at":1762367738000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@Shubham_dd Yeah I think I read that too.","in_reply_to_user_id_str":"2173922899","in_reply_to_status_id_str":"1986137343393472532","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"723459461751418880","name":"Adam Dittrich","screen_name":"AdamDittrichOne","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"AdamDittrichOne","lang":"en","retweeted":false,"fact_check":null,"id":"1986181460055728423","view_count":3585,"bookmark_count":0,"created_at":1762377536000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@AdamDittrichOne I am working on some new material to make all of these context engineering approaches and MCP building more accessible. More soon.","in_reply_to_user_id_str":"723459461751418880","in_reply_to_status_id_str":"1986157072690389145","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/491WwY7","expanded_url":"https://bit.ly/491WwY7","url":"https://t.co/tM2N0plpAc","indices":[250,273]}],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[49,59]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986119200822468838","view_count":3986,"bookmark_count":6,"created_at":1762362692000,"favorite_count":18,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Don't just take my word for it.\n\nWith Yansu, the @isoformai team is already helping mid-market enterprise clients cut time to value by 83%.\n\nIt has saved up to $100,000 per project.\n\nAnd even helped teams recover 3-6 months of revenue.\n\nTry it here: https://t.co/tM2N0plpAc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986119188600197486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":95,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439248745275577","view_count":50988,"bookmark_count":636,"created_at":1762438997000,"favorite_count":429,"quote_count":0,"reply_count":23,"retweet_count":48,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Building MCP tools for LLMs is a standout AI skill today.\n\nI just launched a short, hands-on lab to help everyone build their first MCP server and integrate it with AI tools like ChatGPT and Claude.\n\nAnyone (even non-technical people) will find the lab useful.\n\nWhat you will learn:\n\n- How to index your data into Pinecone (popular vector store)\n- Build an MCP server in n8n on top of the data source\n- Build and connect an agentic search tool that efficiently retrieves data from your Pinecone datasource\n- And connect and test your MCP server and tools inside ChatGPT and Claude\n\nLearn it once and scale it to your projects and any domain.\n\nCertificate of completion available!\n\nFull breakdown, dataset, n8n workflows, and prompts provided in the course. Link in the comments 👇","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986568278605521009","view_count":54689,"bookmark_count":381,"created_at":1762469760000,"favorite_count":391,"quote_count":4,"reply_count":35,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"Claude Code + Bash + Skills is all you need!\n\nJokes aside, after playing around with a couple of computer-using agents, I gave up on them. \n\nThey are heavily optimized for clicking on common buttons and interfaces (e.g., order delivery), but suck at actual creative work like writing, editing, formatting, etc.\n\nI decided to move those workflows to Claude Code + Skills. I wasn't so hopeful because, unlike other tasks, creative tasks benefit from visual cues, hence the strong urge to use computer-using agents. \n\nNight and day! \n\nTurns out Claude Code + bash + Skills is all I needed for the creative work I was trying to get done with computer-use agents for months. \n\nFor some of these creative workflows, it has helped to build small apps to establish visual awareness for both my and CC's context. I guess that's where vibe coding comes into play. \n\nMy Skills use cases continue to grow. I think it has the potential to remain for a very long time. \n\nClaude Code now supports about 80% of all my workflows (from vibe coding to writing to research). And I couldn't be happier and more productive.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEnZB0a","indices":[242,265]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986222200878215332","view_count":14725,"bookmark_count":47,"created_at":1762387249000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"MCP, when used correctly with AI agents, is extremely high-leverage. \n\nTo make MCP more approachable, I just launched our first course on the topic. \n\nAs the name implies, anyone can take and find this short course useful. Check it out here: https://t.co/yMwUEnZB0a","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986099467914023194","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1986222334504558940","view_count":9394,"bookmark_count":8,"created_at":1762387281000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"We are diving deep into MCP in the academy, and we have a huge lineup of content, courses, and tools to learn more advanced MCP design patterns, including the one posted by Anthropic.\n\nWe are just touching the surface of what's possible with MCP and how to leverage it in AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986222200878215332","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1986506193943044222","view_count":4167,"bookmark_count":2,"created_at":1762454958000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1986503927857033453","full_text":"@OfficialLoganK Oh nice! I have cool idea how for how to use this. This is exactly I was looking for today. Video tutorial dropping soon!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1986503927857033453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1986560488164237696","view_count":2413,"bookmark_count":0,"created_at":1762467903000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986503070734557568","full_text":"What a legend! Very fortunate to have crossed paths, even if it lasted a short time. \n\nWhen I think of PyTorch, I think of you.\nThat's how big your impact has been.\n\nI still remember meeting you at the first-ever PyTorch conference and asking for your thoughts on building more educational content around PyTorch. I didn't have the confidence and thought you would see it as a waste of time.\n\nIn fact, you approached me, which was kind of an amazing experience, given that I was just a beginner (foreign PhD student) and had not really gotten into the PyTorch/AI education in depth. That gave me a boost of confidence. \n\nAnd it also told me that PyTorch was a special community. Heck, I even wrote my entire thesis codebase on PyTorch and onboarded 100s of other students to use it, so thank you!\n\nThanks for all the dedication. Very inspiring. \nI am sure you will find something new that continues to keep you on the edge. 👏","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1986503070734557568","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEo08PI","indices":[18,41]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439260736811422","view_count":4097,"bookmark_count":37,"created_at":1762439000000,"favorite_count":22,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Get started here: https://t.co/yMwUEo08PI","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986439248745275577","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1177948663022325760","name":"Seth Hobson","screen_name":"TraderAegis","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"TraderAegis","lang":"en","retweeted":false,"fact_check":null,"id":"1986579464738738609","view_count":792,"bookmark_count":0,"created_at":1762472427000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"@TraderAegis I haven’t had the time to bundle things into plugins yet but will be exploring in the coming days.","in_reply_to_user_id_str":"1177948663022325760","in_reply_to_status_id_str":"1986573040432410957","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,88],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1725136792347688960","name":"Eddie Otudor","screen_name":"eddieabasi","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"eddieabasi","lang":"en","retweeted":false,"fact_check":null,"id":"1986428393169031448","view_count":1407,"bookmark_count":0,"created_at":1762436409000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@eddieabasi I don’t think so. I think it is a case of not engineering enough around MCP.","in_reply_to_user_id_str":"1725136792347688960","in_reply_to_status_id_str":"1986423755154071604","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":50,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986831275144138756","view_count":29348,"bookmark_count":312,"created_at":1762532464000,"favorite_count":327,"quote_count":5,"reply_count":18,"retweet_count":50,"user_id_str":"3448284313","conversation_id_str":"1986831275144138756","full_text":"Unlocking the Power of Multi-Agent LLM for Reasoning\n\nDesigning and optimizing multi-agent systems is important.\n\nThis paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.\n\nThey find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.\n\nThis is something that happens very often and that you might not want in your design.\n\nTo address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.\n\nExperiments show that this framework mitigates the lazy‐agent issue and improves performance.\n\nWhy you should care:\n\n1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.\n\n2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.\n\n3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.\n\n4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.\n\nPaper: arxiv. org/abs/2511.02303","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":251,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987167737639325886","view_count":163112,"bookmark_count":3358,"created_at":1762612683000,"favorite_count":1796,"quote_count":7,"reply_count":39,"retweet_count":251,"user_id_str":"3448284313","conversation_id_str":"1987167737639325886","full_text":"The most effective AI Agents are built on these core ideas.\n\nIt's what powers Claude Code.\n\nIt's referred to as the Claude Agent SDK Loop, which is an agent framework to build all kinds of AI agents.\n\n(bookmark it)\n\nThe loop involves three steps:\n\nGathering Context: Use subagents (parallelize them for task efficiency when possible), compact/maintain context, and leverage agentic/semantic search for retrieving relevant context for the AI agent. Hybrid search approaches work really well for domains like agentic coding.\n\nTaking Action: Leverage tools, prebuilt MCP servers, bash/scripts (Skills have made it a lot easier), and generate code to take action and retrieve important feedback/context for the AI agent. Turns out you can also enhance MCP and token usage through code execution and routing, similar to how LLM routing increases efficiency in AI Agents.\n\nVerifying Output: You can define rules to verify outputs, enable visual feedback (this becomes increasingly important in multimodal problems), and consider LLM-as-a-Judge to verify quality based on fuzzy rules. Some problems will require visual cues and other forms of input to perform well. Don't overcomplicate the workflow (eg, use computer-using agents when a simple Skill with clever scripts will do).\n\nThis is a clean, flexible, and solid framework for how to build and work with AI agents in all kinds of domains.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":197,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987536982776676651","view_count":226184,"bookmark_count":1287,"created_at":1762700718000,"favorite_count":1919,"quote_count":7,"reply_count":78,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"Kimi K2 Thinking is a bigger deal than I thought!\n\nI just ran a quick eval on a deep agent I built for customer support.\n\nIt's on par with GPT-5; no other LLM has reached this level of agentic, orchestration, and reasoning capabilities.\n\nHuge for agentic and reasoning tasks. https://t.co/tW3BYThgPf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/deep-a…","expanded_url":"https://dair-ai.thinkific.com/courses/deep-ai-agents","url":"https://t.co/uJYiLObMGc","indices":[124,147]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987565901407805710","view_count":8641,"bookmark_count":26,"created_at":1762707612000,"favorite_count":34,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I will be sharing more on model comparisons, insights, and results in my upcoming cohort for building effective AI Agents.\n\nhttps://t.co/uJYiLObMGc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987536982776676651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1987567082150547532","view_count":1077,"bookmark_count":1,"created_at":1762707894000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@SrinivasValekar this test was on a customer support agentic system, but i think the agent coding use case will be interesting too. on it","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1987539306987360651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,290],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"246702792","name":"Marko","screen_name":"markojak_","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"markojak_","lang":"en","retweeted":false,"fact_check":null,"id":"1987566536198848969","view_count":2799,"bookmark_count":0,"created_at":1762707764000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I think most of what we teach can be transferred easily into other frameworks. In my experience, when teaching this stuff, the framework shouldn't matter. I try to focus on the framework and systematic approach, as there are so many great frameworks out there. But I am currently working on the AI SDK and will start doing some live build sessions on it soon.","in_reply_to_user_id_str":"246702792","in_reply_to_status_id_str":"1987565408883196229","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1744438366811164673","name":"JK","screen_name":"_junaidkhalid1","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"_junaidkhalid1","lang":"en","retweeted":false,"fact_check":null,"id":"1987566609750253770","view_count":2598,"bookmark_count":1,"created_at":1762707781000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@_junaidkhalid1 evals, evals, evals","in_reply_to_user_id_str":"1744438366811164673","in_reply_to_status_id_str":"1987551740607308248","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823754079761522690","name":"AKHIL","screen_name":"Akhi_l__","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"Akhi_l__","lang":"en","retweeted":false,"fact_check":null,"id":"1987566777082012049","view_count":1107,"bookmark_count":0,"created_at":1762707821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@Akhi_l__ error was from another model","in_reply_to_user_id_str":"1823754079761522690","in_reply_to_status_id_str":"1987564515471630339","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1258411122203308035","name":"🐈qeel🍉","screen_name":"catqeel","indices":[0,8]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}]},"favorited":false,"in_reply_to_screen_name":"catqeel","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987576099325280621","view_count":1761,"bookmark_count":2,"created_at":1762710044000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I was actually doing that today. Not getting the same results, but I am not sure if these are comparable. \n\nI think the ability to perform 200-300 sequential tool calls (without human interference) might be contributing to the great results I am getting. Will dig further in the coming days.","in_reply_to_user_id_str":"1258411122203308035","in_reply_to_status_id_str":"1987573529886527629","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1748708055951568896","name":"devloper harsh","screen_name":"devloper_hs","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"devloper_hs","lang":"en","retweeted":false,"fact_check":null,"id":"1987570639579042125","view_count":1424,"bookmark_count":1,"created_at":1762708742000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@devloper_hs Was using the one from OpenRouter","in_reply_to_user_id_str":"1748708055951568896","in_reply_to_status_id_str":"1987569297192038856","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"10667972","name":"Rhys","screen_name":"RhysSullivan","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"RhysSullivan","lang":"en","retweeted":false,"fact_check":null,"id":"1987567893689839635","view_count":1001,"bookmark_count":0,"created_at":1762708087000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987448208277320003","full_text":"Looks cool. This reminds me of one of my favorite new additions to Claude Code - questions pop up to get clarifications during planning, where I often just select from the multiple choice options. On rare occasions, I need to ask it to do something different. I like the interface a lot.","in_reply_to_user_id_str":"10667972","in_reply_to_status_id_str":"1987448208277320003","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":73,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987900645031252298","view_count":48850,"bookmark_count":324,"created_at":1762787421000,"favorite_count":261,"quote_count":1,"reply_count":28,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"This is a wild use case!\n\nI used Gamma + n8n to automatically generate a complete presentation on AI Agents research.\n\nIn just minutes!\n\nIt combines web search (for research), GPT-5 (narrative), and Gamma (for slide content generation).\n\nFull workflow breakdown below 👇 https://t.co/4J9zM8tpuA","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987536982776676651","quoted_status_permalink":{"url":"https://t.co/QFXmcoq6Z2","expanded":"https://twitter.com/omarsar0/status/1987536982776676651","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987912692099682399","view_count":32080,"bookmark_count":169,"created_at":1762790294000,"favorite_count":330,"quote_count":0,"reply_count":26,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1987912692099682399","full_text":"It turns out that Kimi K2 Thinking is also a beast at deep research. \n\nIt can run 200-300 tool requests for impressive multi-agent capabilities. \n\nWould you like to see a code example of it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1987900645031252298?s=20","url":"https://t.co/NTHpDarleD","indices":[94,117]}],"user_mentions":[{"id_str":"1319250540480598026","name":"Grant Lee","screen_name":"thisisgrantlee","indices":[0,15]},{"id_str":"1142210344678379520","name":"Sarah Wang","screen_name":"sarahdingwang","indices":[16,30]},{"id_str":"64844802","name":"a16z","screen_name":"a16z","indices":[31,36]}]},"favorited":false,"in_reply_to_screen_name":"thisisgrantlee","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1987900645031252298","quoted_status_permalink":{"url":"https://t.co/NTHpDarleD","expanded":"https://x.com/omarsar0/status/1987900645031252298?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987905623204233270","view_count":4174,"bookmark_count":14,"created_at":1762788608000,"favorite_count":22,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987880600661889356","full_text":"@thisisgrantlee @sarahdingwang @a16z Gamma is awesome! Thanks for allowing me to test it out. https://t.co/NTHpDarleD","in_reply_to_user_id_str":"1319250540480598026","in_reply_to_status_id_str":"1987880600661889356","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900657161117831","view_count":1100,"bookmark_count":1,"created_at":1762787424000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"1/ THE PROBLEM:\n\nCreating visual content is time-consuming. Research takes hours. Writing requires deep focus. Design demands specialized skills.\n\nWhat if AI could handle the entire pipeline?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900645031252298","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900669051998301","view_count":1031,"bookmark_count":1,"created_at":1762787427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"2/ THE SOLUTION:\n\nAn n8n workflow that orchestrates Tavily for web research, GPT-5 for storytelling, Gamma for visual generation, and Google Sheets for tracking.\n\nYou provide a topic and audience. The system outputs a LinkedIn-ready carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900657161117831","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900680959611015","view_count":965,"bookmark_count":1,"created_at":1762787430000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"3/ ARCHITECTURE:\n\nThe n8n workflow starts with form input, then searches the web using Tavily, generates a narrative with GPT-5, and creates visuals through the Gamma API.\n\nEach step feeds into the next, creating a seamless pipeline from raw research to a polished presentation.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900669051998301","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900692703666435","view_count":849,"bookmark_count":1,"created_at":1762787433000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"4/ WEB RESEARCH AND NARRATIVE GENERATION\n\nTavily handles the research part.\n\nGPT-5 handles the narrative.\n\nAnd Gamma makes the magic happen -- it creates a professional and polished carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900680959611015","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900704707813453","view_count":782,"bookmark_count":1,"created_at":1762787436000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"5/ VISUAL GENERATION\n\nGamma API takes the narrative and generates a scroll-friendly carousel with engaging headlines, professional design, and relevant imagery using Imagen 4 Pro.\n\nIt specifies 10 cards in social format with custom instructions tailored to your target platform.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900692703666435","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900716623736849","view_count":787,"bookmark_count":1,"created_at":1762787438000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"6/ WORKFLOW BENEFITS:\n\nTime goes from hours to minutes.\n\nQuality remains high with researched content and visual polish. You can also refine everything in the Gamma UI.\n\nPerfect for content creators and technical communicators who need to scale their output.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900704707813453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900728527253601","view_count":3764,"bookmark_count":1,"created_at":1762787441000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"7/ USE CASES:\n\nThis workflow is perfect for daily research summaries, weekly newsletters, community content, marketing materials, and educational content.\n\nIt targets visual learners who consume content efficiently and need professional-looking presentations quickly.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900716623736849","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900740401352832","view_count":6941,"bookmark_count":4,"created_at":1762787444000,"favorite_count":9,"quote_count":0,"reply_count":48,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"8/ GIVEAWAY\n\nI am sharing the full n8n workflow JSON and video walkthrough.\n\nComment Gamma & I’ll DM it to you.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900728527253601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":227,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[253,262]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988236096195776683","view_count":87384,"bookmark_count":758,"created_at":1762867399000,"favorite_count":697,"quote_count":1,"reply_count":45,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"Hey, AI Devs!\n\nDon't sleep on the new Gemini File Search API!\n\nFeels like the easiest way to build agentic RAG systems.\n\nI built a little MCP server to analyze codebases with semantic search (Gemini File Search) & agentic search.\n\nFun chatting with @karpathy's nanochat project. https://t.co/cZfXdL6Us0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1988269255604007275","view_count":130026,"bookmark_count":2021,"created_at":1762875305000,"favorite_count":1472,"quote_count":6,"reply_count":64,"retweet_count":138,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"This simple Claude Code hack has reduced token usage by ~90%.\n\nIt adopts the \"Code Execution with MCP\" concept published by Anthropic.\n\nRemove preloaded MCP tools from context and use Python to execute tools via bash instead.\n\nBTW, this can be optimized much further.\n\nInsane! https://t.co/17j2dN6oor","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276885722460207","view_count":13185,"bookmark_count":77,"created_at":1762877124000,"favorite_count":95,"quote_count":0,"reply_count":9,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"ElevenLabs just released Scribe v2 Realtime — their fastest, most accurate real-time Speech-to-Text model.\n\nUltra-low latency, streaming support, and 90 languages.\n\nI use their API, and believe this is huge for building live voice agents and personal AI assistants.\n\nMore below: https://t.co/VLKsSQgF7U","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,121],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[87,102]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988237435671556505","view_count":3771,"bookmark_count":4,"created_at":1762867718000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy The best part is that at this moment, you only pay for indexing. \n\nThanks to @OfficialLoganK and team for this. https://t.co/bW7XahaEzU","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988236096195776683","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988270477005967417","view_count":11052,"bookmark_count":8,"created_at":1762875596000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"For this test, I used a prebuilt py script, but ultimately, what I want is for the agent (in this case, Claude Code) to generate whatever code it needs to execute the right sequence of tools. The best part is that we avoid context bloat. It keeps CC more focused on what matters.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988271135054536967","view_count":11340,"bookmark_count":6,"created_at":1762875753000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"I also tested with a setup where the MCP server runs in another agent environment, like Gemini CLI or Codex. \n\nAgain, it keeps Claude Code (the main coding agent I use) more focused and offloads MCP-related tasks to Codex via Bash. The bad part is that Codex can be too verbose (ie, thinking) and that takes up the context window in CC.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988270477005967417","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988238506070581265","view_count":4124,"bookmark_count":6,"created_at":1762867974000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK I also like the logs view in Google AI Studio. I show it towards the end of the clip. \n\nIt gives me a good understanding of what happened on each request. \n\nWorking on something to let folks try it out. https://t.co/KjFspmemsD","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988237435671556505","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988239178165879189","view_count":3929,"bookmark_count":3,"created_at":1762868134000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK As for the agent orchestration that's powering the MCP server, I am using the AI SDK v6 for the agentic loop. \n\nIt allows both semantic search via Gemini's File Search and keyword search over files. \n\nI am finding that having both forms of search makes it more robust.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988238506070581265","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,148],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988242251894444146","view_count":5730,"bookmark_count":2,"created_at":1762868867000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK The inspiration behind the MCP server is that I want to be able to use it everywhere -- Claude, ChatGPT, Claude Code, etc.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988239178165879189","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,306],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988244779029692491","view_count":6160,"bookmark_count":7,"created_at":1762869469000,"favorite_count":9,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"It's crazy to me how tedious it can be to build a RAG system today.\n\nAll the setup required for it is insane.\n\nThis File Search API simplifies everything. Now I can focus on the agent harness and context engineering that takes a bit of time to get right, but is important for user experience.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988242251894444146","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988250127635521667","view_count":955,"bookmark_count":0,"created_at":1762870744000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy In my todo already. :)","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988249861406498994","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988261355762139157","view_count":803,"bookmark_count":1,"created_at":1762873421000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy I will share more on this soon. The MCP stuff was just an easy way to showcase the File Search API at work, but there are actually many new implementation details I have baked into the MCP component.","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988260490057830774","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,299],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70540032","name":"Ilyas Iqbal","screen_name":"ilyasiqbal","indices":[0,11]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[12,21]}]},"favorited":false,"in_reply_to_screen_name":"ilyasiqbal","lang":"en","retweeted":false,"fact_check":null,"id":"1988241656420639194","view_count":604,"bookmark_count":0,"created_at":1762868725000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@ilyasiqbal @karpathy For now, it's super basic. Just a system prompt to encourage using both semantic search + keyword search over codebases. I am interested in exploring where one is better than the other and when both are helpful. So far, for larger codebases, it's great to have semantic search.","in_reply_to_user_id_str":"70540032","in_reply_to_status_id_str":"1988237339240362466","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1767299461561122816","name":"Hashgraph Online DAO","screen_name":"HashgraphOnline","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"HashgraphOnline","lang":"en","retweeted":false,"fact_check":null,"id":"1988241100964851974","view_count":598,"bookmark_count":0,"created_at":1762868592000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@HashgraphOnline @karpathy It works great on large codebases. More efficient than regular keyword/grep search. For now, I am using simple similarity metrics, but this can be tuned further.\n\nI combine both semantic + keyword search. It's working great so far. More testing is required.","in_reply_to_user_id_str":"1767299461561122816","in_reply_to_status_id_str":"1988239673718698142","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2185373790","name":"El Controlador de Obra","screen_name":"control_de_obra","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"control_de_obra","lang":"en","retweeted":false,"fact_check":null,"id":"1988250265053466986","view_count":401,"bookmark_count":0,"created_at":1762870777000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@control_de_obra @karpathy Too complicated.","in_reply_to_user_id_str":"2185373790","in_reply_to_status_id_str":"1988248797508497876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/app/speech-to-…","expanded_url":"https://elevenlabs.io/app/speech-to-text","url":"https://t.co/pZvBD99yGQ","indices":[100,123]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276960083263894","view_count":2286,"bookmark_count":6,"created_at":1762877142000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Enterprise-ready out of the box:\n\n✓ SOC 2, PCI, HIPAA compliant\n✓ EU data residency\n\nTry it today → https://t.co/pZvBD99yGQ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276947353530395","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276904332570974","view_count":255,"bookmark_count":2,"created_at":1762877129000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Real-time performance that actually works:\n\n• Partial transcriptions in milliseconds\n• Stream audio chunks\n• Multiple formats: PCM (8-48kHz) + µ-law\n• WER of 5-10% in English and major EU languages\n\nEarly tests show it outperforms Deepgram and AssemblyAI. https://t.co/erT6Wl60II","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276885722460207","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276916772892725","view_count":388,"bookmark_count":0,"created_at":1762877132000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Scribe v2 Realtime is designed for builders:\n\n• Voice Activity Detection for automatic speech segmentation\n• Manual commit control for full transcript precision\n• Speaker diarization via manual commit (auto diarization coming)\n• Stream as you capture — no buffering delays","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276904332570974","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276928651088191","view_count":411,"bookmark_count":2,"created_at":1762877134000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Why this matters for AI agents:\n\nReal-time STT is the bottleneck in conversational AI. Most models optimize for accuracy OR speed.\n\nScribe v2 Realtime achieves low latency, high accuracy, and cost-efficient inference.\n\nPerfect for live agents, call centers, and meeting assistants.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276916772892725","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,227],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/docs/capabilit…","expanded_url":"https://elevenlabs.io/docs/capabilities/speech-to-text","url":"https://t.co/6adJhOQsmm","indices":[204,227]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276947353530395","view_count":3623,"bookmark_count":3,"created_at":1762877139000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Currently in alpha and available via API (scribe_v2_realtime).\n\nIf you're building voice-driven AI apps, this is the model to test.\n\nIntegration into ElevenLabs Agents is coming soon.\n\nDocs + API access: https://t.co/6adJhOQsmm https://t.co/9E28h9leZK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276928651088191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/ai-age…","expanded_url":"https://dair-ai.thinkific.com/courses/ai-agents-workshops","url":"https://t.co/64C8UmZq7j","indices":[206,229]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988271772328755464","view_count":12579,"bookmark_count":19,"created_at":1762875905000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"Will share more of my findings as I keep experimenting and finding more optimal setups with my coding agents. \n\nI am also sharing more details of these findings in my live workshops for my academy members: https://t.co/64C8UmZq7j\n\nStay tuned!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271135054536967","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276682931720593","view_count":9946,"bookmark_count":10,"created_at":1762877076000,"favorite_count":19,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"BTW, something you may have noticed from my timeline recently is an increase in experiments and tools I am able to build.\n\nThis is months of tuning Claude Code with proper Skills, subagents, and MCP tools that help with optimizing workflows, code understanding, and code execution.\n\nAnd I feel like this is just touching the surface. Claude Code finally feels like a truly intelligent coding assistant.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271772328755464","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600322117714722816","name":"Jason Byteforge","screen_name":"jmazzahacks","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"jmazzahacks","lang":"en","retweeted":false,"fact_check":null,"id":"1988335256001540306","view_count":3784,"bookmark_count":0,"created_at":1762891041000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@jmazzahacks Sure you can build MCP servers like that. But the point here is that you don’t preload MCP tools to the client which in this case is Claude Code. This saves a lot on token usage.","in_reply_to_user_id_str":"1600322117714722816","in_reply_to_status_id_str":"1988334402523570658","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1988330118474068186","view_count":568,"bookmark_count":0,"created_at":1762889816000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988324110762734054","full_text":"@realmadhuguru 💯 so much opportunity here. I think the same applies to research. It’s about asking good research questions.","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1988324110762734054","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,92],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtu.be/-nbHJzLpt18","expanded_url":"https://youtu.be/-nbHJzLpt18","url":"https://t.co/DpFM0NM2JS","indices":[69,92]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988256041184670091","view_count":5558,"bookmark_count":12,"created_at":1762872154000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"If you haven't received it, find the full video + n8n workflow here: https://t.co/DpFM0NM2JS","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900740401352832","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":101,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,283],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988304740460183739","quoted_status_permalink":{"url":"https://t.co/yXa38AGq7h","expanded":"https://twitter.com/RickLamers/status/1988304740460183739","display":"x.com/RickLamers/sta…"},"retweeted":false,"fact_check":null,"id":"1988610595793612894","view_count":24771,"bookmark_count":124,"created_at":1762956687000,"favorite_count":152,"quote_count":1,"reply_count":6,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1988610595793612894","full_text":"I use Claude Code + Skills to optimize my MCP tool prompts.\n\nClaude Code is great at optimizing with the right context, tools, logs, filesystem,...\n\nStarting to think there'll be no need for fancy algos, they just get generated on the fly, powered by code generation & execution.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988606978541920307","view_count":40692,"bookmark_count":327,"created_at":1762955824000,"favorite_count":435,"quote_count":4,"reply_count":29,"retweet_count":76,"user_id_str":"3448284313","conversation_id_str":"1988606978541920307","full_text":"We are just scratching the surface of using AI for major discoveries.\n\nAnd no, LLMs are not dead.\n\nAlphaResearch tackles a fundamental challenge: can LLMs discover truly novel algorithms that push beyond existing human knowledge?\n\nPrevious approaches like AlphaEvolve rely solely on code execution (technically correct but potentially uninteresting solutions), while pure idea-generation systems produce creative concepts that may be computationally infeasible.\n\nAlphaResearch solves this by combining execution-based verification with a reward model (AlphaResearch-RM-7B) trained on 24K ICLR peer-review records, creating a \"dual research environment\" that ensures both feasibility and innovation.\n\nOn the circle-packing problem, it discovered an algorithm achieving 2.939 total radii (n=32), surpassing the best human solution (2.936) and AlphaEvolve (2.937).\n\nIt might not look like a big deal, but this demonstrates the potential of LLMs that can autonomously produce genuinely novel, state-of-the-art algorithms.\n\nThis is significant because it shows AI can actively advance the frontiers of human research, not just reproduce existing knowledge.\n\narxiv. org/abs/2511.08522","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988626951011971521","view_count":7368,"bookmark_count":5,"created_at":1762960586000,"favorite_count":51,"quote_count":1,"reply_count":9,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1988626951011971521","full_text":"The best part I like about Claude Code today is this.\n\nI don't have to wait for fancy new features.\n\nIn its current state, it already allows me to build whatever I want. Hope this essence is kept.\n\nResearch, optimization, evals, writing, coding, and the list goes on and on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1681349314797240320","name":"OpenRouter","screen_name":"OpenRouterAI","indices":[0,13]},{"id_str":"1449556875213684740","name":"Apple Lamps","screen_name":"lamps_apple","indices":[14,26]}]},"favorited":false,"in_reply_to_screen_name":"OpenRouterAI","lang":"en","retweeted":false,"fact_check":null,"id":"1988611415347957782","view_count":79,"bookmark_count":1,"created_at":1762956882000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988609657758490908","full_text":"@OpenRouterAI @lamps_apple that's fire!","in_reply_to_user_id_str":"1681349314797240320","in_reply_to_status_id_str":"1988609657758490908","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988614109605044614","view_count":5481,"bookmark_count":6,"created_at":1762957525000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"People were asking how the diagram was created. It's a mermaid sequence diagram, which either Windsurf or Claude Code can generate the first draft. Labels are a bit tricky for LLMs, but you can manually revise and tune them. It's not perfect, but these can take a bit of time if you try creating them from scratch.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"473037001","name":"David Stevens","screen_name":"stevewdavens","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"stevewdavens","lang":"en","retweeted":false,"fact_check":null,"id":"1988647295345463371","view_count":1286,"bookmark_count":0,"created_at":1762965437000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@stevewdavens Full-time CLI user now. :)","in_reply_to_user_id_str":"473037001","in_reply_to_status_id_str":"1988645638092083647","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980333288951803905","name":"John Krakov","screen_name":"JohnKrakbtc","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JohnKrakbtc","lang":"en","retweeted":false,"fact_check":null,"id":"1988610925193294336","view_count":1336,"bookmark_count":0,"created_at":1762956765000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@JohnKrakbtc Just started to play around with the idea. Will be sharing any findings around these other issues.","in_reply_to_user_id_str":"1980333288951803905","in_reply_to_status_id_str":"1988608860324823494","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1191207924","name":"Erik Bernhardsson","screen_name":"bernhardsson","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"bernhardsson","lang":"en","retweeted":false,"fact_check":null,"id":"1988663775403340187","view_count":518,"bookmark_count":0,"created_at":1762969366000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988647374605131837","full_text":"@bernhardsson Lots of ways to innovate in this space.","in_reply_to_user_id_str":"1191207924","in_reply_to_status_id_str":"1988647374605131837","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"911297187664949248","name":"Jeff Dean","screen_name":"JeffDean","indices":[0,9]},{"id_str":"796092645193846784","name":"Waymo","screen_name":"Waymo","indices":[10,16]}]},"favorited":false,"in_reply_to_screen_name":"JeffDean","lang":"en","retweeted":false,"fact_check":null,"id":"1988691441414205622","view_count":1137,"bookmark_count":0,"created_at":1762975962000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988674389773357077","full_text":"@JeffDean @Waymo That awesome!","in_reply_to_user_id_str":"911297187664949248","in_reply_to_status_id_str":"1988674389773357077","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1571915464854409216","name":"Eden Yav","screen_name":"yavnun","indices":[0,7]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[8,17]}]},"favorited":false,"in_reply_to_screen_name":"yavnun","lang":"en","retweeted":false,"fact_check":null,"id":"1988665646280999132","view_count":66,"bookmark_count":0,"created_at":1762969812000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@yavnun @karpathy I am just leveraging Gemini for the Gemini File Search stuff. I built the agentic part with AI SDK so I can use any of the models they support.","in_reply_to_user_id_str":"1571915464854409216","in_reply_to_status_id_str":"1988664712264048915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":135,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[0,264],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988974710592516454","view_count":53372,"bookmark_count":410,"created_at":1763043499000,"favorite_count":553,"quote_count":3,"reply_count":26,"retweet_count":55,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"Kimi K2 Thinking is impressive.\n\nSo I built a multi-agent deep researcher, Kimi Deep Researcher.\n\nIt generates long research reports on any topic, powered by subagents (web searcher, analyzer, and synthesizer).\n\nIt can do 100s of tool calls per session. Repo soon! https://t.co/A8dDswq77M","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989075862793449566","view_count":1186,"bookmark_count":24,"created_at":1763067615000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989075862793449566","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989081828678893837","view_count":41095,"bookmark_count":919,"created_at":1763069037000,"favorite_count":529,"quote_count":1,"reply_count":13,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989081828678893837","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\n(bookmark it)\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980945337327255552","name":"Tammy Sun","screen_name":"sun_tammy2025","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"sun_tammy2025","lang":"en","retweeted":false,"fact_check":null,"id":"1988986995301826826","view_count":306,"bookmark_count":0,"created_at":1763046427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@sun_tammy2025 Yes, I am working on a few more tests and cleaning up the code a bit. It's basically built on the idea of deep agents (orchestrator + subagents) like Claude Code, but for deep research.","in_reply_to_user_id_str":"1980945337327255552","in_reply_to_status_id_str":"1988986160987927036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"463176938","name":"John Baker","screen_name":"select_asterisk","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"select_asterisk","lang":"en","retweeted":false,"fact_check":null,"id":"1989029229833367851","view_count":214,"bookmark_count":0,"created_at":1763056497000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@select_asterisk it's leveraging openrouter but i will be testing what's possible on local","in_reply_to_user_id_str":"463176938","in_reply_to_status_id_str":"1989008096019247414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1371117855626956809","name":"Tim Smykov","screen_name":"timsmykov","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"timsmykov","lang":"en","retweeted":false,"fact_check":null,"id":"1988986064309018723","view_count":383,"bookmark_count":0,"created_at":1763046205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"It can support a bigger number of sequential tool calls which makes it ideal for long form generation like the deep research use case. I am barely scratching the surface with the current project. I feel like I can push this in many directions to improve research and report writing.","in_reply_to_user_id_str":"1371117855626956809","in_reply_to_status_id_str":"1988984255922467291","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989064442097856560","view_count":1825,"bookmark_count":0,"created_at":1763064892000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"For clarity, this whole project is built from scratch (i.e., no agent framework). I am using OpenRouter for access to the model. I haven't tested a local setup but it should be easy to get it to work like that.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988974710592516454","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,24],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54059018","name":"Xaumre","screen_name":"xaumre","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xaumre","lang":"en","retweeted":false,"fact_check":null,"id":"1989048053706494332","view_count":112,"bookmark_count":0,"created_at":1763060985000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@xaumre All from scratch","in_reply_to_user_id_str":"54059018","in_reply_to_status_id_str":"1989046485850186041","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"59803156","name":"Mehreen Omer","screen_name":"mehreen_omer","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mehreen_omer","lang":"en","retweeted":false,"fact_check":null,"id":"1988974390105825329","view_count":595,"bookmark_count":0,"created_at":1763043422000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@mehreen_omer Depends on the set up you are using. I can use either sub-agents, skills, or commands in Claude Code for control.","in_reply_to_user_id_str":"59803156","in_reply_to_status_id_str":"1988962094725886204","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":205,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989350215175020682","view_count":60601,"bookmark_count":470,"created_at":1763133026000,"favorite_count":367,"quote_count":2,"reply_count":28,"retweet_count":26,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Finally solved my newsletter overload.\n\nI built my own Pulse feature for Claude Code.\n\nIt's a little / command that connects to a proactive agent (built with Claude Agent SDK) that works 24/7 to find breaking AI research.\n\nBetter than any newsletter and even my For You tab. https://t.co/abal4Q20Ms","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989368259817439576","view_count":35923,"bookmark_count":576,"created_at":1763137328000,"favorite_count":572,"quote_count":4,"reply_count":28,"retweet_count":119,"user_id_str":"3448284313","conversation_id_str":"1989368259817439576","full_text":"Efficient Self-Improving Agent Systems\n\nAgentEvolver lets AI agents improve themselves instead of requiring manual prompt tuning.\n\nThey use three core mechanisms: self-questioning, self-navigating, and self-attributing.\n\nAgents evaluate their own work, spot failures, and write better instructions for themselves.\n\nThis leads to a self-improvement loop capable of running without human oversight.\n\nShows better performance across benchmarks with less manual work.\n\nThis could change how we build production AI systems; agents that actually adapt on their own.\n\nAgentEvolver introduces a paradigm shift in how we build AI agents: instead of manually tuning prompts and instructions, the system enables agents to autonomously refine themselves through iterative self-assessment loops.\n\nThe framework works by having agents evaluate their own performance on tasks, identify where they failed or underperformed, and then generate improved behavioral instructions for the next iteration.\n\nThis creates a continuous evolution cycle where feedback from task execution directly enhances decision-making strategies without human intervention.\n\nThe results are impressive.\n\nAgents using this approach show measurable performance gains across diverse benchmarks compared to static configurations, all while reducing the overhead of constant manual optimization.\n\nIt's a promising step toward truly adaptive AI systems that can evolve their capabilities autonomously, transforming how we develop and deploy production agents.\n\nPaper: arxiv. org/abs/2511.10395","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989412054281982254","view_count":56499,"bookmark_count":551,"created_at":1763147769000,"favorite_count":639,"quote_count":3,"reply_count":26,"retweet_count":56,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Kimi Deep Research keeps getting better!\n\nI've been tuning it with one of my Claude Code skills. \n\nThe quality of the deep research reports Kimi K2 Thinking can generate is insane!\n\nJust look at the clip example.\n\nMore things to tune, but this is crazy good already. https://t.co/AZSpNoh905","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[31,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"50090898","name":"Google for Developers","screen_name":"googledevs","indices":[0,11]},{"id_str":"3167734591","name":"Visual Studio Code","screen_name":"code","indices":[12,17]},{"id_str":"923010104479252480","name":"Colaboratory","screen_name":"GoogleColab","indices":[18,30]}]},"favorited":false,"in_reply_to_screen_name":"googledevs","lang":"qme","retweeted":false,"fact_check":null,"id":"1989309219011531146","view_count":773,"bookmark_count":0,"created_at":1763123252000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989033099737407820","full_text":"@googledevs @code @GoogleColab 🚀","in_reply_to_user_id_str":"50090898","in_reply_to_status_id_str":"1989033099737407820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,30],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"601736770","name":"Aurimas Griciūnas","screen_name":"Aurimas_Gr","indices":[0,11]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}]},"favorited":false,"in_reply_to_screen_name":"Aurimas_Gr","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989442337391464687","view_count":412,"bookmark_count":1,"created_at":1763154989000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988972296262869238","full_text":"@Aurimas_Gr Important context: https://t.co/IiRieq0QSn","in_reply_to_user_id_str":"601736770","in_reply_to_status_id_str":"1988972296262869238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989415125678522788","view_count":3123,"bookmark_count":2,"created_at":1763148502000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There is a ton of good info in that generated report.\n\nHonestly, I had no expectations when I started to build this project from scratch. But I did have a bit of hope given the sequential tool calling capabilities of Kimi K2 Thinking.\n\nIt really unlocks advanced applications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989412054281982254","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[74,97]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989416139034956272","view_count":6052,"bookmark_count":8,"created_at":1763148743000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"You can see an example of reports generated by the previous version here: https://t.co/TByHsEEn3w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989415125678522788","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989417433245925645","view_count":7117,"bookmark_count":9,"created_at":1763149052000,"favorite_count":17,"quote_count":1,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Sidenote: I am just amazed by how effective Claude Code, in combination with skills, is at optimizing agentic workflows. It depends on the context, so give it the right logs and test scripts with bash and ask away. I am optimizing all my agents this way now. No more fancy tools, just decent code execution and clear specifications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989416139034956272","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989423185201160205","view_count":8989,"bookmark_count":2,"created_at":1763150423000,"favorite_count":11,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"As I was working with Claude Code to optimize this, it analyzed the last report generated, and it was super impressed with the length and quality. Its grade was A+, but obviously, it got too enthusiastic about it. The thing is, it has the logs/previous reports, and it can use them to compare and align with what I want.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989417433245925645","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1815114135325286400","name":"Envolate Industries","screen_name":"envolate","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"envolate","lang":"en","retweeted":false,"fact_check":null,"id":"1989413925373579486","view_count":846,"bookmark_count":0,"created_at":1763148215000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@envolate That's the vision here! :)","in_reply_to_user_id_str":"1815114135325286400","in_reply_to_status_id_str":"1989413448678265273","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1989417433245925645?s=20","url":"https://t.co/0Cp33Kkk5q","indices":[39,62]}],"user_mentions":[{"id_str":"3421446634","name":"Someguy","screen_name":"s0meguy1","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"s0meguy1","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1989417433245925645","quoted_status_permalink":{"url":"https://t.co/0Cp33Kkk5q","expanded":"https://x.com/omarsar0/status/1989417433245925645?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989417631137603664","view_count":576,"bookmark_count":2,"created_at":1763149099000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@s0meguy1 Just commented on that here: https://t.co/0Cp33Kkk5q","in_reply_to_user_id_str":"3421446634","in_reply_to_status_id_str":"1989416735301407166","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,244],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[221,244]}],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989413812852892008","view_count":854,"bookmark_count":4,"created_at":1763148189000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@theideogenesis It's based on an orchestrator + subagent framework I built from scratch. \n\nBut it's possible because of the sequential tool calling capabilities of Kimi K2 Thinking.\n\nI think people are sleeping on this.\n\nhttps://t.co/TByHsEEn3w","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1989412777640038523","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1989417949615321412","view_count":510,"bookmark_count":1,"created_at":1763149175000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@iamrobotbear work hard on it. lots of stuff happening in parallel but i will be sharing here once it's ready","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1989417654357299343","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"704057981952983044","name":"Margot Barault","screen_name":"MargotBarault","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"MargotBarault","lang":"en","retweeted":false,"fact_check":null,"id":"1989419846422196419","view_count":371,"bookmark_count":0,"created_at":1763149627000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@MargotBarault It's time to build! :)","in_reply_to_user_id_str":"704057981952983044","in_reply_to_status_id_str":"1989419644558741673","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1729788380152811520","name":"Orks AI","screen_name":"OrcsSandHive","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"OrcsSandHive","lang":"en","retweeted":false,"fact_check":null,"id":"1989442544351182939","view_count":280,"bookmark_count":0,"created_at":1763155039000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@OrcsSandHive what feels limited?","in_reply_to_user_id_str":"1729788380152811520","in_reply_to_status_id_str":"1989442329363587357","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823912294814007296","name":"JDizzy of course","screen_name":"the_real_jdizzy","indices":[0,16]},{"id_str":"889050642903293953","name":"DAIR.AI","screen_name":"dair_ai","indices":[17,25]}]},"favorited":false,"in_reply_to_screen_name":"the_real_jdizzy","lang":"en","retweeted":false,"fact_check":null,"id":"1989420334974734696","view_count":295,"bookmark_count":0,"created_at":1763149744000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@the_real_jdizzy @dair_ai Definitely good for being cheaper and faster, but to declare SOTA, I would have to run proper benchmarking. I am qualifying based on all these deep research solutions I have used, and I would rank the outputs in the top 3 as is. It's hard to get deep research results.","in_reply_to_user_id_str":"1823912294814007296","in_reply_to_status_id_str":"1989418835334894035","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989350228366155787","view_count":2914,"bookmark_count":5,"created_at":1763133029000,"favorite_count":16,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"It's blazing fast! The / command talks to my agent for already-generated reports.\n\nIt is fully customizable via endpoints.\n\nI can add and tune my preferences based on feedback.\n\nIt adapts to my evolving interests with its agentic capabilities.\n\nProactive agents are the future!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989352006885240898","view_count":2875,"bookmark_count":14,"created_at":1763133453000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"This is literally what my / command contains. \n\nThe real magic happens in that server that's powered by proactive agents (built with Claude Agent SDK).\n\nIt has memory, schedules to find new and relevant research, and saves them so that I can access them via /pulse. https://t.co/qybpn1vYJN","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350228366155787","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353046808396055","view_count":2943,"bookmark_count":2,"created_at":1763133701000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Just asking Claude Code to search/fetch papers from the web doesn't work. \n\nI built that little server because it tracks my new interests, preferences, and so on. It's running 24/7.\n\nAnd it's highly specialized to pull gems. \n\nIt's a great use case for the Claude Agent SDK.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989352006885240898","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353667137581431","view_count":3497,"bookmark_count":1,"created_at":1763133849000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I tried ChatGPT Pulse for months, and it doesn't work the way I want it.\n\nI think for these new AI experiences, personalization is key. Not sure ChatGPT is built for that now.\n\nAnd personalization has to be intuitive and seamless. I prefer what've built here. More updates soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353046808396055","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989356800869806359","view_count":4129,"bookmark_count":1,"created_at":1763134596000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I am fascinated by the new experiences that will emerge from all these new AI tools. \n\nI think the exploration space here is huge. \n\nI use the browser less now. 90%+ of my work now happens in the terminal.\n\nIf you can vibe code properly, you will be unstoppable.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353667137581431","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989362940244574426","view_count":6203,"bookmark_count":9,"created_at":1763136060000,"favorite_count":17,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"The curation capabilities of the agent are insanely good. \n\nCrazy because it can be optimized further.\n\nLike, I would probably never find these research papers/reports myself. \n\nThis is extremely exciting for me as a researcher. https://t.co/AENO8Tm3mZ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989356800869806359","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989375641699938523","view_count":4160,"bookmark_count":5,"created_at":1763139088000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"One lesson I have learned from building these personal projects is that today's AI models are so powerful to the point where you can reverse engineer any functionality these big LLM players are pushing out. This will only keep getting easier. I am going all in on building my own tools.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989362940244574426","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1989420978234171867","view_count":796,"bookmark_count":1,"created_at":1763149897000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@trq212 I figured there are many ways to do this, so I am playing around with the idea a bit more to see how I might share it for others to try. Concept is super green still. :)\n\nI saw your proactive agent post, and it inspired my curiosity.","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1989418623400907098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3005395139","name":"Mantas","screen_name":"stnkvcs","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"stnkvcs","lang":"en","retweeted":false,"fact_check":null,"id":"1989387137385410703","view_count":615,"bookmark_count":0,"created_at":1763141829000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Great question. I have been trying different schedules that optimize results, like every hour or something like that. I am actually using haiku-4.5 for this, so I can save on API calls. Indeed, the more it's used, the more expensive it can get. I have been doing a bit of context engineering to make it less costly than it currently is.","in_reply_to_user_id_str":"3005395139","in_reply_to_status_id_str":"1989383819150139818","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"80782442","name":"Senthil","screen_name":"vmsenthilkumar","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"vmsenthilkumar","lang":"en","retweeted":false,"fact_check":null,"id":"1989368050060292421","view_count":70,"bookmark_count":0,"created_at":1763137278000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@vmsenthilkumar I built a little external server with the core functionalities needed for the personalization.","in_reply_to_user_id_str":"80782442","in_reply_to_status_id_str":"1989364786732367914","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":82,"startTime":1763164800000,"endTime":1763251200000,"tweets":[{"bookmarked":false,"display_text_range":[0,180],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689354789556479","view_count":83362,"bookmark_count":1225,"created_at":1763213883000,"favorite_count":688,"quote_count":4,"reply_count":16,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"Another banger by Google!\n\nIt's a new technical guide on how to deploy, scale, and productionize AI Agents.\n\n(bookmark it)\n\nLove the emphasis of CI/CD and the Agent2Agent protocol. https://t.co/ubU9xlQPLJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"kaggle.com/whitepaper-pro…","expanded_url":"https://www.kaggle.com/whitepaper-prototype-to-production","url":"https://t.co/8xnZzIAOy8","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689367108149595","view_count":8239,"bookmark_count":88,"created_at":1763213886000,"favorite_count":39,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"https://t.co/8xnZzIAOy8","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989689354789556479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,81],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1989493287498256456","view_count":274,"bookmark_count":0,"created_at":1763167137000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@SrinivasValekar I have other plans at the moment but this is really early still.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1989488207671796086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[105,128]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989812809312735291","view_count":4367,"bookmark_count":18,"created_at":1763243317000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Due to popular demand, I will be showcasing some of these workflows in my new Claude Code live training: https://t.co/ZDTOIyJ950\n\nWhether you are technical or non-technical, there are so many ways you can leverage Claude Code. \n\nSeats are limited!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[159,182]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989813668272574614","view_count":4453,"bookmark_count":13,"created_at":1763243522000,"favorite_count":7,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There were some really good questions on how I leveraged Claude Code to build out this project. I will be discussing that in detail in my new live training: \n\nhttps://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989423185201160205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]},{"label":"2025-11-18","value":90,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990420550808735838","view_count":742,"bookmark_count":1,"created_at":1763388214000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990420550808735838","full_text":"\"Time to build\" will make so much more sense to more people in the coming weeks than it has in prior weeks.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441561637957797","view_count":56795,"bookmark_count":461,"created_at":1763393223000,"favorite_count":406,"quote_count":3,"reply_count":17,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Introducing Claude Code for Everyone!\n\nEveryone should learn to use coding agents.\n\nIt doesn't matter if you are technical or non-technical.\n\nIf you are not using tools like Claude Code, you are missing out on some of the best tools and experience AI agents have to offer. https://t.co/CD7QeCwoqn","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990512531132350847","view_count":14498,"bookmark_count":145,"created_at":1763410144000,"favorite_count":146,"quote_count":2,"reply_count":12,"retweet_count":24,"user_id_str":"3448284313","conversation_id_str":"1990512531132350847","full_text":"With the right agent design pattern, you can build insane applications today.\n\nSciAgent is a multi-agent framework for tackling complex scientific reasoning across physics, chemistry, and math.\n\n(bookmark it)\n\nInstead of relying on a single monolithic model, it orchestrates specialized agents that each handle different aspects of problem-solving.\n\nThe system decomposes hard problems into manageable subtasks: analysis, domain-specific reasoning, verification, and cross-domain integration.\n\nIt was benchmarked on olympiad-level problems (International Physics & Chemistry Olympiads) and outperforms single-model baselines.\n\nThe key insight: agent composition beats end-to-end learning for specialized domains.\n\nThis architecture pattern shows how to build systems that generalize across multiple scientific disciplines.\n\nPaper: arxiv. org/abs/2511.08151","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2511.11287","expanded_url":"https://arxiv.org/abs/2511.11287","url":"https://t.co/JSv5BoBFoJ","indices":[1087,1110]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990532662881313096","view_count":13908,"bookmark_count":150,"created_at":1763414943000,"favorite_count":175,"quote_count":1,"reply_count":14,"retweet_count":36,"user_id_str":"3448284313","conversation_id_str":"1990532662881313096","full_text":"The web is broken for AI agents.\n\nNot because agents aren't smart enough.\n\nIt's because the web wasn't designed for them.\n\nEvery interaction is a puzzle. Parse raw HTML. Reverse-engineer buttons. Guess what's clickable.\n\nThis makes agents brittle, inefficient, and insecure.\n\nThis new research paper introduces VOIX, a framework where websites tell agents exactly what they can do.\n\nNo more guessing. No more parsing. Pure declaration.\n\nTwo new HTML elements are introduced: <tool> and <context>.\n\n<tool> exposes actions. Click here. Input this. Select that. With parameters and validation.\n\n<context> explains the state. Where you are. What's possible. Why it matters.\n\nThink of it as an API layer baked into web pages.\n\nThey evaluated using an 11-day developer study. SUS score: 72.5/100, which is above the acceptable threshold.\n\nExciting progress on agentic web! It's an interesting paradigm shift to address the issues agents have when interacting with the web.\n\nFrom agents parsing HTML to websites declaring intent. From agent-agnostic design to agent-aware architecture.\n\nPaper: https://t.co/JSv5BoBFoJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,45],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1990419923911209298","view_count":677,"bookmark_count":0,"created_at":1763388064000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990272740012777475","full_text":"@OfficialLoganK that's going to be something!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990272740012777475","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1990441574212440168","view_count":3609,"bookmark_count":2,"created_at":1763393226000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Based on popular demand, I am excited to announce my brand new live cohort-based training on Claude Code for Everyone.\n\nExcited to finally get to share all the cool ways we have been using Claude Code to improve AI workflows, agents, and AI apps.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441561637957797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[165,188]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441586061451607","view_count":3584,"bookmark_count":6,"created_at":1763393229000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Don't miss this chance to learn everything you need to know about building with Claude Code.\n\nSeats are limited!\n\nPrices will go up in the next cohort.\n\nEnroll now: https://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441574212440168","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768597724660895744","name":"Methkal","screen_name":"meth_kh","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"meth_kh","lang":"en","retweeted":false,"fact_check":null,"id":"1990444335054393512","view_count":518,"bookmark_count":0,"created_at":1763393884000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@meth_kh I will focus on projects and all the tactics we have learned on how to effectively use Claude Code.","in_reply_to_user_id_str":"768597724660895744","in_reply_to_status_id_str":"1990442296114827731","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"15026770","name":"Christopher","screen_name":"communicating","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"communicating","lang":"en","retweeted":false,"fact_check":null,"id":"1990484101535793634","view_count":406,"bookmark_count":0,"created_at":1763403365000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@communicating It is a separate course and not part of the subscription. It has its own price. The link I shared would be right place to send anyone who is interested in learning about Claude Code. :)","in_reply_to_user_id_str":"15026770","in_reply_to_status_id_str":"1990452576928874508","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[6,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"676573","name":"tobi lutke","screen_name":"tobi","indices":[0,5]}]},"favorited":false,"in_reply_to_screen_name":"tobi","lang":"en","retweeted":false,"fact_check":null,"id":"1990533241452069353","view_count":1582,"bookmark_count":1,"created_at":1763415081000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990525664513175585","full_text":"@tobi I absolutely dislike the current form of these AI notetakers. So disruptive to learners and human participants. They have some applications, but I think we can build better ones.","in_reply_to_user_id_str":"676573","in_reply_to_status_id_str":"1990525664513175585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":102,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990794651608219727","view_count":12177,"bookmark_count":164,"created_at":1763477406000,"favorite_count":179,"quote_count":2,"reply_count":12,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1990794651608219727","full_text":"Open-source research agents have been lagging behind proprietary systems like OpenAI's Deep Research.\n\nThe gap has been frustrating for developers who want powerful, deep research agents without vendor lock-in.\n\nI've been building my own called Kimi Deep Researcher.\n\nSimilarly, this new work introduces MiroThinker, a framework that closes this performance gap through systematic optimization.\n\nThe key insight? Performance isn't just about model size.\n\nMiroThinker uses three complementary scaling strategies.\n\nModel scaling: Leveraging larger base models up to 72B parameters.\n\nContext scaling: Expanding reasoning space and information retrieval capabilities. With a 256K context window, it can perform up to 600 tool calls per task!\n\nThis enables sustained multi-turn reasoning and complex real-world research workflows.\n\nInteractive scaling: Incorporating human feedback and iterative refinement loops.\n\nEach dimension adds independent performance gains.\n\nThe results are compelling. The 72B variant demonstrates competitive performance with proprietary agents like GPT-5 and Claude 4.5.\n\nValidated across multiple benchmarks: GAIA, HotpotQA, and MuSiQue.\n\nWhy this matters for developers: You don't need to wait for new model releases to improve agent reasoning.\n\nThe modular approach means you can adopt scaling dimensions independently based on your constraints.\n\nOpen-source agents can now compete with proprietary systems through principled optimization.\n\nThis democratizes access to advanced AI reasoning capabilities.\n\nPaper: arxiv. org/abs/2511.11793","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990815581017145479","view_count":9610,"bookmark_count":22,"created_at":1763482396000,"favorite_count":71,"quote_count":0,"reply_count":7,"retweet_count":11,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 is here!\n\nThe most exciting part of this model is the long horizon planning capabilities.\n\nThis is going to unlock complex agentic applications, the likes of which we have never seen.\n\nVibe coding insane applications in one shot, proactive agents that expand our knowledge at unprecedented rates, and agents that lead to major scientific discoveries.\n\nIt's really on!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,237],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990822776198828498","view_count":13445,"bookmark_count":34,"created_at":1763484112000,"favorite_count":97,"quote_count":0,"reply_count":2,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1990822776198828498","full_text":"This is a fun little app created by Gemini 3.\n\nIt shows the spatial reasoning capabilities.\n\nThis could be huge for apps that leverage computer-using agents. \n\nAnd of course, unlocking new ways to interact with computers. Exciting stuff! https://t.co/gBO2Xk7uIB","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990826875816481127","view_count":37186,"bookmark_count":106,"created_at":1763485089000,"favorite_count":293,"quote_count":0,"reply_count":21,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"Google wasn't playing with this Gemini 3 launch!\n\nThey are going for everything.\n\nJust tested out their Antigravity agentic development platform, and it's really fun. \n\nJust helped my son build a quick physics simulator. https://t.co/1p5TeM2R1J","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990875929720070280","view_count":11660,"bookmark_count":39,"created_at":1763496784000,"favorite_count":80,"quote_count":0,"reply_count":27,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1990875929720070280","full_text":"Okay, this is just insane!\n\nJust vibe-coded this AI-powered website designer in MINUTES using Gemini 3.\n\nI am not great at design. I can now collaborate with AI to generate and iterate on designs.\n\nSelecting elements to iterate on and viewing them in different modes also works. https://t.co/GYzMzXL1gX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,13],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1086145626633494528","name":"Varun Mohan","screen_name":"_mohansolo","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"_mohansolo","lang":"qme","retweeted":false,"fact_check":null,"id":"1990589110973849960","view_count":2783,"bookmark_count":0,"created_at":1763428402000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990521386935464099","full_text":"@_mohansolo 🔥","in_reply_to_user_id_str":"1086145626633494528","in_reply_to_status_id_str":"1990521386935464099","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[32,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]},{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[16,31]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"und","retweeted":false,"fact_check":null,"id":"1990813421319635244","view_count":2260,"bookmark_count":0,"created_at":1763481881000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813077172822143","full_text":"@OfficialLoganK @GoogleAIStudio LFG!!!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990813077172822143","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,77],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990816381252546618","view_count":1969,"bookmark_count":2,"created_at":1763482587000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Not to mention that the results on all these other benchmarks are impressive. https://t.co/Yb0D314xyR","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990815581017145479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,55],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990818244312052036","view_count":2255,"bookmark_count":2,"created_at":1763483031000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 Pro's agentic coding capabilities look insane. https://t.co/fIA5IqlMNw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990816381252546618","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,89],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990823592657891612","view_count":1341,"bookmark_count":0,"created_at":1763484306000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"And where do we even start with Gemini 3 Deep Think?\n\nThat ARC-AGI-2 performance is nuts! https://t.co/1XMIFHjxAB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990818244312052036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1990818341859061760","view_count":134,"bookmark_count":0,"created_at":1763483054000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"@realmadhuguru on it :)","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1990816967201050710","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4939401","name":"Patrick Collison","screen_name":"patrickc","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"patrickc","lang":"en","retweeted":false,"fact_check":null,"id":"1990828162482065834","view_count":639,"bookmark_count":0,"created_at":1763485396000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813146987311446","full_text":"@patrickc That is cool!","in_reply_to_user_id_str":"4939401","in_reply_to_status_id_str":"1990813146987311446","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14130366","name":"Sundar Pichai","screen_name":"sundarpichai","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"sundarpichai","lang":"en","retweeted":false,"fact_check":null,"id":"1990854555362312425","view_count":1474,"bookmark_count":0,"created_at":1763491688000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990850427164979318","full_text":"@sundarpichai Keep it coming! :)","in_reply_to_user_id_str":"14130366","in_reply_to_status_id_str":"1990850427164979318","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1990877387836334251","view_count":2108,"bookmark_count":0,"created_at":1763497132000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990861380740591621","full_text":"@soumithchintala Excited for you, Soumith!","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1990861380740591621","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990847529919910063","view_count":2506,"bookmark_count":2,"created_at":1763490013000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"I love this way of testing and debugging apps with the integrated browser preview. The agent can navigate the app and test features, catch bugs, and fix on the go. https://t.co/42c51Vo2hf","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990826875816481127","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nlikes":[{"label":"2025-10-21","value":447,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980308459368436093","quoted_status_permalink":{"url":"https://t.co/7tgKp3s1dH","expanded":"https://twitter.com/anthropicai/status/1980308459368436093","display":"x.com/anthropicai/st…"},"retweeted":false,"fact_check":null,"id":"1980312578749526504","view_count":32955,"bookmark_count":134,"created_at":1760978285000,"favorite_count":264,"quote_count":0,"reply_count":16,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"I started to build a little AI research tool with Claude Code & Skills over the weekend.\n\nNow Anthropic adds connectors to other helpful scientific tools.\n\nThey are not messing around!\n\nIt’s about to get insanely interesting to use coding agents like Claude Code for science.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/pRSTl5TgvB","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980403571935130073","view_count":19586,"bookmark_count":54,"created_at":1760999980000,"favorite_count":150,"quote_count":1,"reply_count":8,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"This is huge! I sensed that Claude Code on web was coming.\n\nCoding agents on web serve specific use cases.\n\nThere is a wide opening to improve coding experience on web. If you tried Codex (web) you know this well.\n\nIf it's anything like Claude Code on the terminal, it’s game on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1977811751258513410","name":"NerdyChefs.AI","screen_name":"NerdychefsAI","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"NerdychefsAI","lang":"en","retweeted":false,"fact_check":null,"id":"1980320807709802804","view_count":61,"bookmark_count":0,"created_at":1760980247000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"@NerdychefsAI Will share more soon with some additional thoughts.","in_reply_to_user_id_str":"1977811751258513410","in_reply_to_status_id_str":"1980317151170121729","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,22],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","quoted_status_id_str":"1980052095639126457","quoted_status_permalink":{"url":"https://t.co/uQXRrZImBU","expanded":"https://twitter.com/omarsar0/status/1980052095639126457","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1980372246591095294","view_count":8661,"bookmark_count":3,"created_at":1760992511000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980337282323452300","full_text":"@claudeai Much needed:","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1980337282323452300","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980407566158196747","view_count":43,"bookmark_count":0,"created_at":1761000932000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Safe agentic code execution matters. The sandboxing feature in Claude Code is also neat and well thoughout. https://t.co/ccXK1Uj5si","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980406365781991642","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980405447086731456","view_count":578,"bookmark_count":0,"created_at":1761000427000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"The blog pretty much summarizes why I even tried Codex on web in the first place.\n\nSome stuff can just be done without my constant intervention.\n\nI can offload bug squashing easily now. Or explore new features that are not core (or of high priority) to my current workstreams. https://t.co/52ChIt2VTd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980403571935130073","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,158],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980406365781991642","view_count":329,"bookmark_count":0,"created_at":1761000646000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Claude Code on mobile is exciting. I am often on the road a lot so this is extremely helpful. I normally used GitHub Actions but this should feel more native. https://t.co/Mg7DOWCEQc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980405447086731456","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980371216046170539","view_count":4239,"bookmark_count":1,"created_at":1760992266000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I sensed this was coming I guess. Coding agents via the web serve specific use cases. \nAnd it makes, as there is a wide opening to improve the experience on web.\nWill test to see how the experience feels. If it is anything like Claude Code on the terminal, it’s game on. https://t.co/e20qoUO1XE","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980052095639126457","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":846,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980629163976675779","view_count":58883,"bookmark_count":951,"created_at":1761053765000,"favorite_count":711,"quote_count":6,"reply_count":29,"retweet_count":102,"user_id_str":"3448284313","conversation_id_str":"1980629163976675779","full_text":"People are sleeping on Deep Agents.\n\nStart using them now.\n\nThis is a fun paper showcasing how to put together advanced deep agents for enterprise use cases.\n\nUses the best techniques: task decomposition, planning, specialized subagents, MCP for NL2SQL, file analysis, and more. https://t.co/UePZmIQkWR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684241202520238","view_count":15368,"bookmark_count":23,"created_at":1761066897000,"favorite_count":77,"quote_count":4,"reply_count":7,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"BREAKING: OpenAI launches ChatGPT Atlas. \n\nA new AI-powered browser built around ChatGPT.\n\nChat goes with you anywhere on the web. https://t.co/CjhEC89Ek1","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980689459785134240","view_count":2750,"bookmark_count":1,"created_at":1761068141000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Atlas is a great tool for \"vife-lifing\". \n\nYou can use the agent to delegate tasks (personal or professional) and hopefully improve productivity and curiosity. \n\nAvailable on MacOS. \n\nAgent is only available to Plus and Pro.\n\nMore personalization coming soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980688230904144086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980684242980884483","view_count":1407,"bookmark_count":2,"created_at":1761066897000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"It's OpenAI's attempt at combining the AI chat experience with the browser. \n\nChatGPT is the \"beating heart of Atlas\"!\n\nBuilt to be fast and flexible.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684241202520238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684244818301158","view_count":1741,"bookmark_count":4,"created_at":1761066897000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Three core features of Atlas:\n\n- Chat goes with you anywhere on the web\n- Browser memory to personalize the experience across the web\n- Agents can take actions for you https://t.co/LKcFw8l1cK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684242980884483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,94],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685471987507241","view_count":1222,"bookmark_count":3,"created_at":1761067190000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can invite ChatGPT to any tab you have open.\n\nIt can see the webpage and answer questions. https://t.co/gCe8Ao4ikB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684244818301158","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685725826691098","view_count":1448,"bookmark_count":3,"created_at":1761067251000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can do web searches and click through links to preview pages. \n\nAnd you can continue interacting with webpages seamlessly. https://t.co/7s6pBg1D3c","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685471987507241","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686101888041405","view_count":1424,"bookmark_count":2,"created_at":1761067340000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can polish your emails in-line. \n\nNo more copy-pasting your drafts.\n\nIt's called Cursor Chat. https://t.co/ClXCmO9Yv2","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685725826691098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,157],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686827347456380","view_count":1371,"bookmark_count":3,"created_at":1761067513000,"favorite_count":5,"quote_count":1,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use Agent mode with Atlas. \n\nThis means it can take actions for you. \n\nIt can do tasks in the background as you do other work in different tabs. https://t.co/8XHK746vWT","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686101888041405","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687393964388637","view_count":1118,"bookmark_count":1,"created_at":1761067648000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Agents can take over your browser whenever you want. \n\nAnd you can take back the control anytime you want or need. https://t.co/fGaEgtCqjw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686827347456380","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687837659034102","view_count":1325,"bookmark_count":1,"created_at":1761067754000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"For safety, you can manage in Agent mode whether ChatGPT works alongside you using your logged-in accounts or not. https://t.co/eS0QMQO9bo","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687393964388637","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980688230904144086","view_count":3283,"bookmark_count":3,"created_at":1761067848000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use incognito mode when you don't want ChatGPT to remember what you are doing in the browser. https://t.co/jy4noKCylP","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687837659034102","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":1252,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980997089120444595","view_count":26796,"bookmark_count":263,"created_at":1761141485000,"favorite_count":372,"quote_count":1,"reply_count":11,"retweet_count":65,"user_id_str":"3448284313","conversation_id_str":"1980997089120444595","full_text":"Scaling RL for Trillion-Scale Thinking Model\n\nScaling RL is hard! But this team might have figured out something.\n\nThey introduce Ring-1T, a 1T-parameter MoE reasoning model with ~50B params active per token.\n\nIt’s trained with a long-CoT SFT phase, a verifiable-rewards reasoning RL phase, then a general RLHF phase, and introduces three pieces that make trillion-scale RL actually run:\n\n- IcePop to stabilize updates\n\n- C3PO++ to keep GPUs busy under a token budget\n\n- ASystem to unify high-throughput RL stack\n\nOn benchmarks, it leads open weights on AIME-25, HMMT-25, ARC-AGI-1, LiveCodeBench, CodeForces, and ArenaHard v2.\n\nIt reaches silver-medal level on IMO-2025 using only natural-language reasoning.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"cme295.stanford.edu/syllabus/","expanded_url":"https://cme295.stanford.edu/syllabus/","url":"https://t.co/lpD2idL5co","indices":[311,334]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981030346037612847","view_count":42839,"bookmark_count":964,"created_at":1761149414000,"favorite_count":873,"quote_count":1,"reply_count":8,"retweet_count":153,"user_id_str":"3448284313","conversation_id_str":"1981030346037612847","full_text":"🎓Stanford CME295 Transformers & LLMs\n\nNice to see the new release of this new course on Transformers and LLMs.\n\nGreat way to catch up on the world of LLMs and AI Agents.\n\nIncludes topics like the basics of attention, mixture-of-experts, to agents.\n\nExcited to see more on evals. \n\nFirst lessons available now.\n\nhttps://t.co/lpD2idL5co","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981041821598781673","view_count":1442,"bookmark_count":2,"created_at":1761152150000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981041821598781673","full_text":"Great to see advancements in agentic browsers. \n\nOpenAI Atlas is dope and useful for research.\n\nBut it also reminds me how bad computer-use agents are.\n\nIt sucks at editing and formatting.\n\nWays to go still. Lots of opportunities here for founders.\n\nHave you tried it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[43,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]},{"id_str":"776585502606721024","name":"PyTorch","screen_name":"PyTorch","indices":[17,25]},{"id_str":"14930686","name":"Edward Z. Yang","screen_name":"ezyang","indices":[26,33]},{"id_str":"2786323310","name":"Adam Paszke","screen_name":"apaszke","indices":[34,42]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1981082383894839454","view_count":941,"bookmark_count":1,"created_at":1761161821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981035612540166556","full_text":"@soumithchintala @PyTorch @ezyang @apaszke Damn. I miss PyTorch conferences. Cool crew. :)","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1981035612540166556","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":462,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981373662524821996","view_count":14664,"bookmark_count":12,"created_at":1761231267000,"favorite_count":35,"quote_count":1,"reply_count":8,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981373662524821996","full_text":"Not sure what's up with ChatGPT lately.\n\nProjects don't work as they used to.\n\nI have moved all my Projects to Claude Code Skills.\n\nNight and day!\n\nSkills give you so much personalization. They can easily be adapted too!\n\nThe Claude team really cooked with this one.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981360482813710384","view_count":22232,"bookmark_count":179,"created_at":1761228125000,"favorite_count":234,"quote_count":6,"reply_count":15,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1981360482813710384","full_text":"Lookahead Routing for LLMs\n\nProposes Lookahead, a routing framework to enable more informed routing without full inference.\n\nAchieves an average performance gain of 7.7% over the state-of-the-art.\n\nHere is why it works:\n\nLookahead is a new framework for routing in multi-LLM systems, deciding which model should handle each query.\n\nKey idea: Instead of routing based only on the input query, Lookahead predicts latent representations of potential responses, giving it a “peek” into what each model would say without fully generating text.\n\nSmarter decisions: This response-aware prediction makes routing more context-sensitive and accurate, especially for open-ended or preference-driven tasks.\n\nEfficient learning: It’s highly data-efficient, reaching full performance with only 16% of training data compared to baselines, and learns better semantic representations for routing.\n\nDual design: Works with both causal and masked LM variants, generalizing across multiple architectures.\n\nPerformance: Outperforms state-of-the-art routing methods across seven benchmarks, with the biggest gains in nuanced, creative tasks.\n\nLookahead shows that adding lightweight generative foresight can make multi-model systems more adaptive and cost-efficient without needing full model inference.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364255564935339","view_count":13294,"bookmark_count":114,"created_at":1761229025000,"favorite_count":152,"quote_count":4,"reply_count":8,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"Builds an OS agent for long-horizon tasks.\n\nUses step-wise RL and self-evolve training to enable the agent to carry out long-horizon interactions.\n\nInstead of one big model doing everything, it uses multiple cooperating agents. One for memory and context, one for breaking down complex tasks, and another to check and fix mistakes along the way.\n\nThis is another great example of deep agents to personalize user-agent interactions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,10],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2178012643","name":"Balaji","screen_name":"balajis","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"balajis","lang":"qme","retweeted":false,"fact_check":null,"id":"1981348724157681903","view_count":527,"bookmark_count":0,"created_at":1761225322000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981343012010799545","full_text":"@balajis 🚀","in_reply_to_user_id_str":"2178012643","in_reply_to_status_id_str":"1981343012010799545","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,91],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","quoted_status_id_str":"1981373662524821996","quoted_status_permalink":{"url":"https://t.co/Rz4pIlMnvJ","expanded":"https://twitter.com/omarsar0/status/1981373662524821996","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1981433340801798335","view_count":8433,"bookmark_count":4,"created_at":1761245496000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1981432799212249119","full_text":"@OpenAI I have given up on Projects. It used to work so well and not sure what has changed:","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1981432799212249119","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.19386","expanded_url":"https://arxiv.org/abs/2510.19386","url":"https://t.co/FAqW4vi39w","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364268147888248","view_count":2746,"bookmark_count":6,"created_at":1761229028000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"https://t.co/FAqW4vi39w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981364255564935339","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":928,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981798842866557281","view_count":56677,"bookmark_count":291,"created_at":1761332638000,"favorite_count":270,"quote_count":4,"reply_count":23,"retweet_count":23,"user_id_str":"3448284313","conversation_id_str":"1981798842866557281","full_text":"On Skills vs. Subagents\n\nBeen using Skills extensively for the past couple of days.\n\nBut like many other Claude Code users, I've been thinking about the difference between subagents and Skills. \n\nSubagents are useful for handing off subtasks (i.e., separation of concerns) from the main task (e.g., deep research with a planner). \n\nAnd skills are about loading context efficiently with a neat tiered system. \n\nSubagents can also leverage Skills.\n\nAnd I sometimes also use custom commands to orchestrate more complex scenarios. They are all useful features to have. \n\nWho knows? This will probably change again or will be unified into one efficient approach in the near future. \n\nBut one is clear today: planning, orchestrating, and context management are all useful patterns for current LLM-based agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,168],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1981793327956865504","view_count":60156,"bookmark_count":829,"created_at":1761331323000,"favorite_count":624,"quote_count":6,"reply_count":16,"retweet_count":120,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"Fundamentals of Building Autonomous LLM Agents\n\nGreat overview of LLM-based agents.\n\nGreat if you are just getting started with AI agents.\n\nThis covers the basics good. https://t.co/zqWYNKvc4i","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,52],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"221658618","name":"Geoffrey Litt","screen_name":"geoffreylitt","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"geoffreylitt","lang":"en","retweeted":false,"fact_check":null,"id":"1981731826990293142","view_count":671,"bookmark_count":0,"created_at":1761316661000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981720163968749736","full_text":"@geoffreylitt Good take. Roughly how I use AI today.","in_reply_to_user_id_str":"221658618","in_reply_to_status_id_str":"1981720163968749736","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.09244","expanded_url":"https://arxiv.org/abs/2510.09244","url":"https://t.co/BqxCInKwfM","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981793340158034389","view_count":5806,"bookmark_count":60,"created_at":1761331326000,"favorite_count":34,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"https://t.co/BqxCInKwfM","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981793327956865504","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":139,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,133],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1982463725589168152","view_count":13170,"bookmark_count":45,"created_at":1761491159000,"favorite_count":139,"quote_count":3,"reply_count":17,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1982463725589168152","full_text":"Curious how Kimi CLI will stack up against Claude Code and the like. \n\nI think there is a lot of room for innovation with CLI agents. https://t.co/h6lRvpVbXL","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":692,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983175377393479759","view_count":18485,"bookmark_count":56,"created_at":1761660830000,"favorite_count":132,"quote_count":6,"reply_count":26,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"Damn it! Now it’s hard to think of building AI agents without access to the filesystem and agentic search.\n\nClaude Code has spoiled me.\n\nBut my agents are so darn better with bash, glob, grep, files, skills, and the like. \n\nMemory, context engineering, evals, etc — all better.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180523473354906","view_count":44828,"bookmark_count":401,"created_at":1761662057000,"favorite_count":391,"quote_count":2,"reply_count":23,"retweet_count":61,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"Microsoft's open-source game is on 🔥!\n\nThey release Agent Lightning to help optimize multi-agent systems.\n\nIt works with popular agent frameworks. Barely any code change needed.\n\nIntegrates algos like RL, Automatic Prompt Optimization, Supervised Fine-tuning, and more. https://t.co/6dbmVQeLYU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983195339382501476","quoted_status_permalink":{"url":"https://t.co/TfSChnt80H","expanded":"https://twitter.com/taranjeetio/status/1983195339382501476","display":"x.com/taranjeetio/st…"},"retweeted":false,"fact_check":null,"id":"1983200901402927115","view_count":16522,"bookmark_count":58,"created_at":1761666915000,"favorite_count":128,"quote_count":0,"reply_count":10,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1983200901402927115","full_text":"Memory for AI agents is a bigger deal than it looks.\n\nHuge congrats to the Mem0 team on their Series A.\n\nI've been building with mem0 for the past couple of months. It's clear this team is building some impressive stuff.\n\nCheck them out if you are an AI dev building agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1882380791751303168","name":"arti","screen_name":"claudeusmaximus","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"claudeusmaximus","lang":"en","retweeted":false,"fact_check":null,"id":"1983186700810760214","view_count":197,"bookmark_count":0,"created_at":1761663529000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@claudeusmaximus i wouldn't throw away vector dbs just yet -- there is a world where both and even emerging search tools exist","in_reply_to_user_id_str":"1882380791751303168","in_reply_to_status_id_str":"1983181568207401040","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1983186373881561446","view_count":170,"bookmark_count":0,"created_at":1761663452000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@iamrobotbear yeah, that would be great","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1983185724716528105","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1534421484546174976","name":"Taranjeet","screen_name":"taranjeetio","indices":[0,12]},{"id_str":"1670746017828859904","name":"mem0","screen_name":"mem0ai","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"taranjeetio","lang":"en","retweeted":false,"fact_check":null,"id":"1983201017601896723","view_count":1255,"bookmark_count":0,"created_at":1761666943000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983195339382501476","full_text":"@taranjeetio @mem0ai Congrats!","in_reply_to_user_id_str":"1534421484546174976","in_reply_to_status_id_str":"1983195339382501476","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/microsoft/agen…","expanded_url":"https://github.com/microsoft/agent-lightning","url":"https://t.co/guN9Q93Uig","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180535943118949","view_count":3508,"bookmark_count":32,"created_at":1761662060000,"favorite_count":35,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"https://t.co/guN9Q93Uig","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983180523473354906","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":559,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983630211506958699","view_count":14776,"bookmark_count":6,"created_at":1761769271000,"favorite_count":38,"quote_count":3,"reply_count":12,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983630211506958699","full_text":"What happened to AGI?\n\nI don't see anyone mentioning it on my timeline anymore. \n\nApparently, it's now ASI. :)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983637226996298210","view_count":28999,"bookmark_count":172,"created_at":1761770943000,"favorite_count":178,"quote_count":0,"reply_count":18,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1983637226996298210","full_text":"There is so much value in data for training/tuning LLM agents.\n\nBut there aren't too many good public ones.\n\nIf you do find a good one, it's not in a standard format, and tools vary.\n\nAgent Data Protocol attempts to solve this by unifying datasets for fine-tuning LLM agents. https://t.co/pzSkHzoNlT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.24699","expanded_url":"https://arxiv.org/abs/2510.24699","url":"https://t.co/Vqy0hRwKOR","indices":[1530,1553]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983646041850495140","view_count":25802,"bookmark_count":387,"created_at":1761773045000,"favorite_count":343,"quote_count":3,"reply_count":11,"retweet_count":51,"user_id_str":"3448284313","conversation_id_str":"1983646041850495140","full_text":"This is actually a clever context engineering technique for web agents.\n\nIt's called AgentFold, an agent that acts as a self-aware knowledge manager.\n\nIt treats context as a dynamic cognitive workspace by folding information at different scales:\n\n- Light folding: Compressing small details while keeping the important stuff\n\n- Deep folding: Combining multiple steps or tasks into a simplified summary\n\nMore of my notes:\n\n1) Solving context saturation – Traditional ReAct-based web agents accumulate noisy histories, causing context overload, while fixed summarization methods risk irreversible information loss. AgentFold introduces a dynamic folding paradigm that balances detail preservation with efficient compression.\n\n2) Proactive context management – Rather than passively logging history, AgentFold actively manages its workspace through multi-scale folding operations, adapting to task complexity and information density in real-time.\n\n3) Impressive efficiency – AgentFold-30B achieves 36.2% on BrowseComp and 47.3% on BrowseComp-ZH, outperforming dramatically larger open-source models like DeepSeek-V3.1-671B and surpassing proprietary agents like OpenAI's o4-mini.\n\n4) Simple training approach – Achieved through SFT without requiring continual pre-training or RL, making it more accessible for AI practitioners.\n\n5) Significant resource advantage – Achieves competitive performance with 30B parameters versus competitors using 671B+ parameters. Major efficiency gains for web agent development and deployment.\n\nPaper: https://t.co/Vqy0hRwKOR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,94],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2309105822","name":"Eric Jang","screen_name":"ericjang11","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"ericjang11","lang":"en","retweeted":false,"fact_check":null,"id":"1983341537150054546","view_count":614,"bookmark_count":0,"created_at":1761700445000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983257382739390820","full_text":"@ericjang11 So cool to see your years of work come to life like this. What an exciting future.","in_reply_to_user_id_str":"2309105822","in_reply_to_status_id_str":"1983257382739390820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983558992141189401","view_count":3,"bookmark_count":0,"created_at":1761752291000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician in what sense?","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983557629315068111","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"240008974","name":"Greg Kamradt","screen_name":"GregKamradt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"GregKamradt","lang":"en","retweeted":false,"fact_check":null,"id":"1983557531348988200","view_count":124,"bookmark_count":1,"created_at":1761751942000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983186681240174791","full_text":"@GregKamradt I used to do this a lot but now I just switch to plan mode when I don’t want code to be written. And then switch back to auto edits or manually approved edits depending on complexity of task. Shift + Tab does it for me.","in_reply_to_user_id_str":"240008974","in_reply_to_status_id_str":"1983186681240174791","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,18],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1495078042498002950","name":"finbarr","screen_name":"finbarrtimbers","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"finbarrtimbers","lang":"qme","retweeted":false,"fact_check":null,"id":"1983523296873214152","view_count":417,"bookmark_count":0,"created_at":1761743780000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983272290520576182","full_text":"@finbarrtimbers ❤️","in_reply_to_user_id_str":"1495078042498002950","in_reply_to_status_id_str":"1983272290520576182","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983560946405589395","view_count":4,"bookmark_count":0,"created_at":1761752757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician Not sure how others use Claude Code, but I am using both MCP and Skills in all my workflows.","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983559552910966963","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":952,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892163990843692","view_count":21556,"bookmark_count":239,"created_at":1761831725000,"favorite_count":294,"quote_count":5,"reply_count":11,"retweet_count":54,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Graph-based Agent Planning\n\nIt lets AI agents run multiple tools in parallel to accelerate task completion.\n\nUses graphs to map tool dependencies + RL to learn the best execution order.\n\nRL also helps with scheduling strategies and planning.\n\nMajor speedup for complex tasks. https://t.co/3w5rluxJfm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983662836896448756","quoted_status_permalink":{"url":"https://t.co/fHpZcgxjzl","expanded":"https://twitter.com/cognition/status/1983662836896448756","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1983892272492978178","view_count":7503,"bookmark_count":12,"created_at":1761831751000,"favorite_count":30,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983892272492978178","full_text":"It's pretty exciting to see how fast agentic models are getting. \n\nBesides improved reliability, speed is a must for coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915573215162873","view_count":41421,"bookmark_count":142,"created_at":1761837306000,"favorite_count":320,"quote_count":3,"reply_count":21,"retweet_count":34,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🚀 MiniMax-M2 is the new top-tier open model for agentic workflows and advanced coding.\n\n• #1 Open-source Model & #4 Intelligence (Artificial Analysis)\n• 200k context window (128K max output tokens)\n• ~100 TPS throughput\n• 8% Claude Sonnet price, ~2x faster\n\nMore details: https://t.co/75bNpTJmY4","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983963939646881854","quoted_status_permalink":{"url":"https://t.co/BylacwdRYN","expanded":"https://twitter.com/claudeai/status/1983963939646881854","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1983976239531761888","view_count":38493,"bookmark_count":253,"created_at":1761851770000,"favorite_count":219,"quote_count":1,"reply_count":6,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"This has been one of the most epic uses of Skills.\n\nBuilding, testing, and optimizing MCP tools.\n\nA few of my MCP tools are agent-powered, so I ended up generalizing the skill to optimize agents and context.\n\nWriting, evals, data analysis, most of it moved to Claude Code now. 🚀","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983916779660362154","view_count":3130,"bookmark_count":2,"created_at":1761837594000,"favorite_count":11,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Personally, it's very exciting to see open efforts for models that do well for agentic workflows. \n\nLet me know if you would like to see a guide on this and how I have started to use it for AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915652764332401","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983979069432852744","view_count":3251,"bookmark_count":6,"created_at":1761852445000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983976239531761888","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915592055968239","view_count":1086,"bookmark_count":4,"created_at":1761837311000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🐙 Engineered for Agents & Code\n\n• M2 excels in math, science, and code.\n• #1 Open-source Model & #4 Intelligence (by Artificial Analysis & LMArena)\n• Crushes SWE-Bench + Terminal-Bench.\n• Comparable to top proprietary models in BrowseComp.\n\nPowered by MiniMax’s CISPO scaling algorithm, the technique is highlighted in Meta’s \"Art of Scaling RL Compute.\"","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915573215162873","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,189],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915607608455540","view_count":525,"bookmark_count":2,"created_at":1761837314000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"1️⃣ #1 on OpenRouter's Top Today Chart!\n\nJust a few days after release, it's trending to be the top open-source model in terms of token usage in OpenRouter.\n\nIt's taking off really quickly. https://t.co/MIa57aZyLd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915592055968239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915623181894127","view_count":459,"bookmark_count":1,"created_at":1761837318000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"👨💻 Agentic Intelligence, Simplified\n\nSupports full dev cycles: multi-file edits → run → debug → auto-fix.\n\nM2 enables developers to transition seamlessly from the shell to the browser to MCP tools. Great for agents & long-horizon tasks.\n\nM2 plans, executes, retrieves, and self-corrects autonomously.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915607608455540","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/MiniMax-AI/Min…","expanded_url":"https://github.com/MiniMax-AI/MiniMax-M2","url":"https://t.co/cBgswjsHzG","indices":[250,273]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915635655766483","view_count":977,"bookmark_count":4,"created_at":1761837321000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🧠 Built for Efficiency & Accuracy\n\nBuilt for multi-hop, retrieval-heavy reasoning.\n\nM2 also shows that activation size matters.\n\nIt uses 10B activations, which leads to more responsive agent loops + better unit economics.\n\nMore info in the repo: https://t.co/cBgswjsHzG","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915623181894127","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,250],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/elvism2","expanded_url":"https://bit.ly/elvism2","url":"https://t.co/i0r1R48XXb","indices":[107,130]},{"display_url":"platform.minimax.io/docs/guides/te…","expanded_url":"https://platform.minimax.io/docs/guides/text-generation","url":"https://t.co/YdCOkaAbo2","indices":[138,161]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915652764332401","view_count":3905,"bookmark_count":12,"created_at":1761837325000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Free for all devs, globally via MiniMax Agent and APIs for a limited time.\n\nTry it:\n🔹 MiniMax Agent (Web): https://t.co/i0r1R48XXb\n🔹 API: https://t.co/YdCOkaAbo2\n\nAlso live across Claude Code, Cursor, Cline, Roo Code, Grok CLI, Gemini CLI & more. https://t.co/chVipM5l6O","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915635655766483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,180],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1983976239531761888","url":"https://t.co/O5K64wV3Sg","indices":[157,180]}],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1983976239531761888","quoted_status_permalink":{"url":"https://t.co/O5K64wV3Sg","expanded":"https://x.com/omarsar0/status/1983976239531761888","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1983977067374113202","view_count":1536,"bookmark_count":9,"created_at":1761851968000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983961480254083225","full_text":"@trq212 Actually, the easiest might be Claude Code + Skills. ;)\n\nSkills have allowed me to better package best practices into how I build agentic systems. \n\nhttps://t.co/O5K64wV3Sg","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1983961480254083225","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.25320","expanded_url":"https://arxiv.org/abs/2510.25320","url":"https://t.co/1Zv2ziLTDV","indices":[7,30]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892176892522642","view_count":3223,"bookmark_count":17,"created_at":1761831728000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Paper: https://t.co/1Zv2ziLTDV","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983892163990843692","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","retweeted":false,"fact_check":null,"id":"1983979175020003663","view_count":1234,"bookmark_count":2,"created_at":1761852470000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983963930356752820","full_text":"Thanks for the feature. I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1983963941199102450","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":707,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983556187632365712","quoted_status_permalink":{"url":"https://t.co/Q5cfxJfnTr","expanded":"https://twitter.com/zeeg/status/1983556187632365712","display":"x.com/zeeg/status/19…"},"retweeted":false,"fact_check":null,"id":"1984069751518515644","view_count":12338,"bookmark_count":19,"created_at":1761874065000,"favorite_count":48,"quote_count":0,"reply_count":6,"retweet_count":6,"user_id_str":"3448284313","conversation_id_str":"1984069751518515644","full_text":"The “MCP is dead” camp is just as clueless as the “RAG is dead” camp.\n\nThey have absolutely no clue what they are talking about.\n\nJust watch what happens in the next couple of weeks in this timeline.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984235423707844958","view_count":37257,"bookmark_count":179,"created_at":1761913564000,"favorite_count":141,"quote_count":0,"reply_count":11,"retweet_count":14,"user_id_str":"3448284313","conversation_id_str":"1984235423707844958","full_text":"Excited to announce our academy's first cohort-based course, Building Effective AI Agents.\n\nThis is the one solution that teaches, end-to-end, how to build, evaluate, and deploy AI agents.\n\nFor 1 month, you'll build with cutting-edge techniques like memory and deep agents. https://t.co/WSHrGS0mnU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984248563711586493","view_count":40089,"bookmark_count":263,"created_at":1761916697000,"favorite_count":442,"quote_count":2,"reply_count":40,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"The more I use Claude Code, the more it makes me believe that I can build whatever I want.\n\nIt coded this little feature flawlessly in one shot.\n\nIt's a luxury feature (I haven't had the time to implement it) that lots of people have been asking for our guides. \n\nShipping soon! https://t.co/qISPApi7lS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1984251183331262739","quoted_status_permalink":{"url":"https://t.co/McUYOwPQJa","expanded":"https://twitter.com/dair_ai/status/1984251183331262739","display":"x.com/dair_ai/status…"},"retweeted":false,"fact_check":null,"id":"1984253171334893809","view_count":7641,"bookmark_count":13,"created_at":1761917796000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984253171334893809","full_text":"One of the many AI-powered tools we are providing to our academy subs. \n\nIt's in beta, but I believe it's already extremely useful to students navigating technical AI courses. \n\nIt can even translate, which is a super boost for some of our learners.\n\nStay tuned for more!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863959670169501696","name":"Kimi.ai","screen_name":"Kimi_Moonshot","indices":[0,14]},{"id_str":"1471128655699062784","name":"Zed","screen_name":"zeddotdev","indices":[15,25]}]},"favorited":false,"in_reply_to_screen_name":"Kimi_Moonshot","lang":"en","retweeted":false,"fact_check":null,"id":"1984251629026308362","view_count":1722,"bookmark_count":0,"created_at":1761917428000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984207733177090274","full_text":"@Kimi_Moonshot @zeddotdev Huge! Congrats, team.","in_reply_to_user_id_str":"1863959670169501696","in_reply_to_status_id_str":"1984207733177090274","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,103],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38821351","name":"Klaas","screen_name":"forgebitz","indices":[0,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}]},"favorited":false,"in_reply_to_screen_name":"forgebitz","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984237838779703623","view_count":1164,"bookmark_count":4,"created_at":1761914140000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984214576033100048","full_text":"@forgebitz Interesting idea. I was thinking of the same lately after seeing this in the Anthropic docs: https://t.co/gAARQYnsOO","in_reply_to_user_id_str":"38821351","in_reply_to_status_id_str":"1984214576033100048","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,204],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","retweeted":false,"fact_check":null,"id":"1984304979671224702","view_count":5995,"bookmark_count":2,"created_at":1761930148000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984304194837528864","full_text":"@OpenAI I really wish Atlas would improve on more advanced browser operations. It can click buttons and do regular browsing, but it gets stuck quite often when it's adding, formatting, or creating things.","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1984304194837528864","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"promptingguide.ai/agents/deep-ag…","expanded_url":"https://www.promptingguide.ai/agents/deep-agents","url":"https://t.co/EP15vqHmOL","indices":[108,131]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984280472365760852","view_count":6547,"bookmark_count":14,"created_at":1761924305000,"favorite_count":19,"quote_count":0,"reply_count":4,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"This is roughly how it would work. You can click on copy markdown or send the guide to ChatGPT or Claude. \n\nhttps://t.co/EP15vqHmOL https://t.co/hUXeh130Du","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984248563711586493","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1984281498057687053","view_count":3350,"bookmark_count":3,"created_at":1761924549000,"favorite_count":11,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"I am pushing out lots of improvements to the guide, including new advanced guides, in the coming weeks. \n\nClaude Code has been instrumental in maintaining this open-source project.\n\nI feel like I can now ship all the luxury features I had in mind for the guide. More soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984280472365760852","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","retweeted":false,"fact_check":null,"id":"1984281863679328336","view_count":504,"bookmark_count":0,"created_at":1761924637000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"@theideogenesis I have been trying it for the past couple of weeks, but it just doesn't stick for some reason.","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1984281595214492083","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":509,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984641893519839271","view_count":81503,"bookmark_count":449,"created_at":1762010474000,"favorite_count":505,"quote_count":3,"reply_count":32,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"Simplicity is at the heart of great software.\n\nThis is one of the reasons why Claude Code has been sticky for me.\n\nAs a builder, I love planning and brainstorming, and this is now a key focus of Claude Code.\n\nI use Shift + Tab a lot to cycle between brainstorming, planning, and execution.\n\nThis functionality provides the appropriate interface for me to either be very involved or less involved as I please.\n\nThis works particularly well when building out new and complex features or entire new projects.\n\nThis saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that.\n\nI have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed.\n\nVibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1984647765377307081","view_count":923,"bookmark_count":0,"created_at":1762011874000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984645815361814672","full_text":"@OfficialLoganK 💯 vibe coding removes so many barriers","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1984645815361814672","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,80],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1899832852910624768","name":"CrazyAI Tech","screen_name":"CrazyAITech","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"CrazyAITech","lang":"en","retweeted":false,"fact_check":null,"id":"1984645346706747549","view_count":1624,"bookmark_count":1,"created_at":1762011298000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@CrazyAITech there is a good reason why i use it inside the IDE but yeah i agree","in_reply_to_user_id_str":"1899832852910624768","in_reply_to_status_id_str":"1984644313788133486","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1727823147045388288","name":"TrevorPillows","screen_name":"TrevorPillowsSa","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"TrevorPillowsSa","lang":"en","retweeted":false,"fact_check":null,"id":"1984648134706774371","view_count":79,"bookmark_count":0,"created_at":1762011962000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@TrevorPillowsSa it's not only bugs... it's design taste, architecture decisions, and other important decisions","in_reply_to_user_id_str":"1727823147045388288","in_reply_to_status_id_str":"1984647392453673433","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":146,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985022450606714899","view_count":36665,"bookmark_count":107,"created_at":1762101206000,"favorite_count":127,"quote_count":1,"reply_count":19,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Proactive agents are going to fundamentally change how we interact with software.\n\nTraditional software and UI/UX are about to get a major upgrade.\n\nProactive agents will eliminate broken interfaces.\n\nWe know really well that the way we interact with computers and devices today is broken (including mobile phones), and I believe we might finally be able to fix that.\n\nProactive agents will carry out an insane amount of work for you, and the way we provide them feedback and assess outputs cannot be supported by current interfaces.\n\nCurrent interfaces limit proactive agents.\n\nWe need to reassess how we interact with software, hardware, and digital information. There is a lot of work to do on the research and engineering front. First-principles thinking will thrive here.\n\nThe change is coming whether you like it or not.\n\nI can't wait for the day when I don't have to waste time looking or chatting for information in a million tabs in my browser.\n\nMost of my work already happens in Claude Code. From writing, to evals, to data analysis, to deep research, all the way to coding entire apps and building new experiences for our communities. Coding agents also scale nicely with parallelizing tasks. But that's touching the surface. I believe it's a glimpse of the future that's coming. A new form factor could emerge, too.\n\nI also like using ChatGPT Pulse daily, which is basically a proactive AI looking for what it thinks I will enjoy reading. Not only that, it is also shaping my health habits and how to improve as a person.\n\nProactive agents will be able to work 24 hours a day (all year round), which means more can get done in shorter timelines, leading to significant boosts in productivity across the board.\n\nI know for many, this will feel like a very optimistic view. I, too, will acknowledge the limitations of LLM-based agents. But I am already building personalized proactive agents for the future, and even with its current limitations, it's already enabling and accelerating my impact through various efforts in open-source, consulting, science, and education. I feel like we have built a good foundation to accelerate how much positive impact we can bring to our customers and communities.\n\nThe most exciting change I am witnessing in my life is the balance that this technology brings. I can finally build relentlessly (with AI assistants), take care of my health (and those of my loved ones), and explore new passions. Proactive agents will only accelerate this further.\n\nLots of changes, socially, economically, culturally, and philosophically, will happen. Still thinking deeply about how this changes the way we accelerate humanity. \n\nFeel free to disagree/agree with me. I would love to genuinely hear how others are thinking of a future with abundant AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"GoogleAIStudio","lang":"en","retweeted":false,"fact_check":null,"id":"1985095499926360108","view_count":1428,"bookmark_count":0,"created_at":1762118623000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985095028612698534","full_text":"@GoogleAIStudio Great addition. Thank you!","in_reply_to_user_id_str":"1742923424056713217","in_reply_to_status_id_str":"1985095028612698534","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,286],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3284645496","name":"Md. Mehedi Hasan Rakib","screen_name":"mehedi_u","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"mehedi_u","lang":"en","retweeted":false,"fact_check":null,"id":"1985028498180710883","view_count":282,"bookmark_count":0,"created_at":1762102648000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Great question. That's why I initially started this note on interfaces. I think that's where a lot of innovation needs to happen. I suspect new form factors or changing fundamentally how we interact with AI/software. On the agency part, I think that's where personalization or true understanding of our individual experiences will come into play. I don't think AI is there today. Lots to think about here, but just sharing quick thoughts.","in_reply_to_user_id_str":"3284645496","in_reply_to_status_id_str":"1985027377013961156","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1985023375563981297","view_count":173,"bookmark_count":0,"created_at":1762101427000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@SrinivasValekar One of the areas I am spending a lot of time on recently. So much we can build here.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1985023080251695430","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"102288215","name":"Swayson","screen_name":"Swayson","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Swayson","lang":"en","retweeted":false,"fact_check":null,"id":"1985024481581023458","view_count":123,"bookmark_count":0,"created_at":1762101691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@Swayson I can admit there were issues early on but this has improved with better interfaces and workflows.","in_reply_to_user_id_str":"102288215","in_reply_to_status_id_str":"1985024027010998610","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,185],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4697265492","name":"Ak afridi","screen_name":"afridi_aka1","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"afridi_aka1","lang":"en","retweeted":false,"fact_check":null,"id":"1985029233710678035","view_count":72,"bookmark_count":0,"created_at":1762102824000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@afridi_aka1 I like the mention of intuity here. So much progress on personalization needs to happen. And I think that's the area that we, as a field, have not been able to crack (yet).","in_reply_to_user_id_str":"4697265492","in_reply_to_status_id_str":"1985028663050375633","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,195],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"346640777","name":"Matt Pocock","screen_name":"mattpocockuk","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mattpocockuk","lang":"en","retweeted":false,"fact_check":null,"id":"1985025447625896143","view_count":2925,"bookmark_count":2,"created_at":1762101921000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984971345839439880","full_text":"@mattpocockuk Windsurf takes the crown for me. Haven't had the need to change it since I installed it. I know their team has worked really hard on the tab to complete, and they keep improving it.","in_reply_to_user_id_str":"346640777","in_reply_to_status_id_str":"1984971345839439880","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":409,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348779193860414","view_count":31167,"bookmark_count":168,"created_at":1762179009000,"favorite_count":150,"quote_count":2,"reply_count":13,"retweet_count":22,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Long-term memory doesn't have to suck!\n\nHere is the problem: even LLMs with 1M token windows struggle substantially as dialogues lengthen.\n\nRaw context capacity alone is insufficient for effective long-term conversational memory.\n\nOn the other hand, hybrid memory approaches work really well on AI agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985358804469284945","view_count":6743,"bookmark_count":10,"created_at":1762181399000,"favorite_count":51,"quote_count":1,"reply_count":7,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985358804469284945","full_text":"Vibe coding is cute, but pair it with intentional development cycles, and watch how far you can take a project with coding agents today.\n\nLearn to code and vibe code. You won't regret it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985353551984427435","view_count":11085,"bookmark_count":75,"created_at":1762180147000,"favorite_count":92,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985353551984427435","full_text":"Cool project showcasing the use of multi-agent systems for scientific research. https://t.co/zTBaYYbrcd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985383441953923221","quoted_status_permalink":{"url":"https://t.co/afIj7eO4Ef","expanded":"https://twitter.com/garrytan/status/1985383441953923221","display":"x.com/garrytan/statu…"},"retweeted":false,"fact_check":null,"id":"1985406276986098174","view_count":22025,"bookmark_count":62,"created_at":1762192718000,"favorite_count":84,"quote_count":1,"reply_count":14,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985406276986098174","full_text":"Mostly agree with this. \n\n\"Write evals\" sounds scary to most people, but it's a stand-out skill for AI agent builders today.\n\nFrom building datasets to verification to understanding how to connect metrics to business value.\n\nEvals are now a requirement in our academy.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348795098673594","view_count":781,"bookmark_count":14,"created_at":1762179013000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"This paper proposes LIGHT, a cognitive-inspired framework that equips LLMs with three complementary memory systems.\n\n(Paper in the last tweet)\n\n- 1) episodic memory - a vector database storing key-value pairs and summaries of dialogue turns for retrieval,\n- 2) working memory - the most recent dialogue pairs, and\n- 3) a scratchpad - an iteratively compressed semantic layer that accumulates salient facts, user instructions, and temporal anchors after each turn.\n\nAt inference time, the LLM generates responses by conditioning on retrieved episodic content, working memory context, and filtered scratchpad entries relevant to the query.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348779193860414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985348807849300249","view_count":2947,"bookmark_count":1,"created_at":1762179016000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Key Results/Insights:\n\nLIGHT consistently outperforms both long-context LLMs and RAG baselines across all conversation lengths, with improvements growing as context increases: +49-60% at 100K-1M tokens, and dramatic +107-156% gains at 10M tokens where no model natively supports full context.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348795098673594","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.27246","expanded_url":"https://arxiv.org/abs/2510.27246","url":"https://t.co/wR2fwdzVoJ","indices":[421,444]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348825197039718","view_count":2942,"bookmark_count":4,"created_at":1762179020000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"The framework shows the largest relative improvements in tasks requiring long-range reasoning: summarization (+160.6%), multi-hop reasoning (+27.2%), and preference following (+76.5%).\n\nAblation studies reveal that all components become increasingly essential as context grows. At 10M tokens, removing any single component causes significant performance drops (retrieval -8.5%, scratchpad -3.7%, noise filtering -8.3%).\n\nhttps://t.co/wR2fwdzVoJ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348807849300249","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"12963432","name":"Armin Ronacher ⇌","screen_name":"mitsuhiko","indices":[0,10]},{"id_str":"1901022787164401666","name":"Amp","screen_name":"AmpCode","indices":[11,19]}]},"favorited":false,"in_reply_to_screen_name":"mitsuhiko","lang":"en","retweeted":false,"fact_check":null,"id":"1985380447614894151","view_count":993,"bookmark_count":0,"created_at":1762186559000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985338965516247395","full_text":"I find this puzzling as well. Like, there are so many ways to use coding agents, and there are even free ones too. \n\nI use coding agents (paid ones) for my side projects, as it also provides a good test bed to gain experience on where to improve my workflows and pushes me to figure out how to ship things faster.","in_reply_to_user_id_str":"12963432","in_reply_to_status_id_str":"1985338965516247395","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":967,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985745152204554720","view_count":18124,"bookmark_count":215,"created_at":1762273512000,"favorite_count":216,"quote_count":3,"reply_count":12,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1985745152204554720","full_text":"Tools-to-Agent Retrieval\n\nThis work presents a unified vector space embedding of both tools and agents with metadata links.\n\nEnables fine-grained tool-level and agent retrieval.\n\nIt's a great context engineering approach in that it retrieves at both the tool and agent levels using a joint index, returning whichever better matches the query.\n\nIt preserves fine-grained tool details while keeping the agent context intact, avoiding the information loss from collapsing many tools into coarse descriptions.\n\nThis is useful for scaling tools and multi-agent systems.\n\nHuge improvements on LiveMCPBench.\n\nPaper: arxiv. org/abs/2511.01854","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747392558481584","view_count":114,"bookmark_count":4,"created_at":1762274046000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747392558481584","full_text":"Context Engineering 2.0\n\nThis reports discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747789796483109","view_count":79242,"bookmark_count":865,"created_at":1762274141000,"favorite_count":744,"quote_count":9,"reply_count":30,"retweet_count":147,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"Context Engineering 2.0\n\nThis report discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities, so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"974757274206978049","name":"cat","screen_name":"_catwu","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"_catwu","lang":"en","retweeted":false,"fact_check":null,"id":"1985763059403473162","view_count":227,"bookmark_count":0,"created_at":1762277781000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985754411675930775","full_text":"@_catwu Nice. Thanks!","in_reply_to_user_id_str":"974757274206978049","in_reply_to_status_id_str":"1985754411675930775","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,61],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1962061010849697792","name":"Min Chon Chi","screen_name":"MinChonChiSF","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"MinChonChiSF","lang":"en","retweeted":false,"fact_check":null,"id":"1985756195013918736","view_count":1692,"bookmark_count":0,"created_at":1762276145000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"@MinChonChiSF Yeah, that's the part I like about this report.","in_reply_to_user_id_str":"1962061010849697792","in_reply_to_status_id_str":"1985755327250260413","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":1650,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1986099467914023194","view_count":173591,"bookmark_count":2609,"created_at":1762357987000,"favorite_count":1520,"quote_count":11,"reply_count":55,"retweet_count":233,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"Anthropic just posted another banger guide.\n\nThis one is on building more efficient agents to handle more tools and efficient token usage.\n\nThis is a must-read for AI devs!\n\n(bookmark it)\n\nIt helps with three major issues in AI agent tool calling: token costs, latency, and tool composition.\n\nHow? It combines code executions with MCP, where it turns MCP servers into code APIs rather than direct tool calls.\n\nHere is all you need to know:\n\n1. Token Efficiency Problem: Loading all MCP tool definitions upfront and passing intermediate results through the context window creates massive token overhead, sometimes 150,000+ tokens for complex multi-tool workflows.\n\n2. Code-as-API Approach: Instead of direct tool calls, present MCP servers as code APIs (e.g., TypeScript modules) that agents can import and call programmatically, reducing the example workflow from 150k to 2k tokens (98.7% savings).\n\n3. Progressive Tool Discovery: Use filesystem exploration or search_tools functions to load only the tool definitions needed for the current task, rather than loading everything upfront into context. This solves so many context rot and token overload problems.\n\n4. In-Environment Data Processing: Filter, transform, and aggregate data within the code execution environment before passing results to the model. E.g., filter 10,000 spreadsheet rows down to 5 relevant ones.\n\n5. Better Control Flow: Implement loops, conditionals, and error handling with native code constructs rather than chaining individual tool calls through the agent, reducing latency and token consumption.\n\n6. Privacy: Sensitive data can flow through workflows without entering the model's context; only explicitly logged/returned values are visible, with optional automatic PII tokenization.\n\n7. State Persistence: Agents can save intermediate results to files and resume work later, enabling long-running tasks and incremental progress tracking.\n\n8. Reusable Skills: Agents can save working code as reusable functions (with SKILL .MD documentation), building a library of higher-level capabilities over time.\n\nThis approach is complex and it's not perfect, but it should enhance the efficiency and accuracy of your AI agents across the board.\n\nanthropic. com/engineering/code-execution-with-mcp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[136,146]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986118895108002012","view_count":11456,"bookmark_count":36,"created_at":1762362619000,"favorite_count":44,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Confidence is everything when building great software.\n\nLove how Yansu is approaching this.\n\nYansu is a new AI coding platform built by @isoformai for serious and complex software development.\n\nIt puts scenario simulation before coding.\n\nHere is the sauce: https://t.co/GSPmLAr09r","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1985755284527010167","quoted_status_permalink":{"url":"https://t.co/94DayvkGsO","expanded":"https://twitter.com/cognition/status/1985755284527010167","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1986078529641975809","view_count":10506,"bookmark_count":28,"created_at":1762352995000,"favorite_count":61,"quote_count":0,"reply_count":5,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986078529641975809","full_text":"Code understanding is a huge unlock for devs building with coding agents. \n\nWindsurf Codemaps is an exciting feature and a good example of what effective and automatic context engineering looks like.\n\nThis really has the potential to unleash 10x AI engineers. https://t.co/gRkHxdSMmx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2173922899","name":"Shubham Desale","screen_name":"Shubham_dd","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Shubham_dd","lang":"en","retweeted":false,"fact_check":null,"id":"1986140364860805600","view_count":5139,"bookmark_count":0,"created_at":1762367738000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@Shubham_dd Yeah I think I read that too.","in_reply_to_user_id_str":"2173922899","in_reply_to_status_id_str":"1986137343393472532","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"723459461751418880","name":"Adam Dittrich","screen_name":"AdamDittrichOne","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"AdamDittrichOne","lang":"en","retweeted":false,"fact_check":null,"id":"1986181460055728423","view_count":3585,"bookmark_count":0,"created_at":1762377536000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@AdamDittrichOne I am working on some new material to make all of these context engineering approaches and MCP building more accessible. More soon.","in_reply_to_user_id_str":"723459461751418880","in_reply_to_status_id_str":"1986157072690389145","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/491WwY7","expanded_url":"https://bit.ly/491WwY7","url":"https://t.co/tM2N0plpAc","indices":[250,273]}],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[49,59]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986119200822468838","view_count":3986,"bookmark_count":6,"created_at":1762362692000,"favorite_count":18,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Don't just take my word for it.\n\nWith Yansu, the @isoformai team is already helping mid-market enterprise clients cut time to value by 83%.\n\nIt has saved up to $100,000 per project.\n\nAnd even helped teams recover 3-6 months of revenue.\n\nTry it here: https://t.co/tM2N0plpAc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986119188600197486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":913,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439248745275577","view_count":50988,"bookmark_count":636,"created_at":1762438997000,"favorite_count":429,"quote_count":0,"reply_count":23,"retweet_count":48,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Building MCP tools for LLMs is a standout AI skill today.\n\nI just launched a short, hands-on lab to help everyone build their first MCP server and integrate it with AI tools like ChatGPT and Claude.\n\nAnyone (even non-technical people) will find the lab useful.\n\nWhat you will learn:\n\n- How to index your data into Pinecone (popular vector store)\n- Build an MCP server in n8n on top of the data source\n- Build and connect an agentic search tool that efficiently retrieves data from your Pinecone datasource\n- And connect and test your MCP server and tools inside ChatGPT and Claude\n\nLearn it once and scale it to your projects and any domain.\n\nCertificate of completion available!\n\nFull breakdown, dataset, n8n workflows, and prompts provided in the course. Link in the comments 👇","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986568278605521009","view_count":54689,"bookmark_count":381,"created_at":1762469760000,"favorite_count":391,"quote_count":4,"reply_count":35,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"Claude Code + Bash + Skills is all you need!\n\nJokes aside, after playing around with a couple of computer-using agents, I gave up on them. \n\nThey are heavily optimized for clicking on common buttons and interfaces (e.g., order delivery), but suck at actual creative work like writing, editing, formatting, etc.\n\nI decided to move those workflows to Claude Code + Skills. I wasn't so hopeful because, unlike other tasks, creative tasks benefit from visual cues, hence the strong urge to use computer-using agents. \n\nNight and day! \n\nTurns out Claude Code + bash + Skills is all I needed for the creative work I was trying to get done with computer-use agents for months. \n\nFor some of these creative workflows, it has helped to build small apps to establish visual awareness for both my and CC's context. I guess that's where vibe coding comes into play. \n\nMy Skills use cases continue to grow. I think it has the potential to remain for a very long time. \n\nClaude Code now supports about 80% of all my workflows (from vibe coding to writing to research). And I couldn't be happier and more productive.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEnZB0a","indices":[242,265]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986222200878215332","view_count":14725,"bookmark_count":47,"created_at":1762387249000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"MCP, when used correctly with AI agents, is extremely high-leverage. \n\nTo make MCP more approachable, I just launched our first course on the topic. \n\nAs the name implies, anyone can take and find this short course useful. Check it out here: https://t.co/yMwUEnZB0a","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986099467914023194","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1986222334504558940","view_count":9394,"bookmark_count":8,"created_at":1762387281000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"We are diving deep into MCP in the academy, and we have a huge lineup of content, courses, and tools to learn more advanced MCP design patterns, including the one posted by Anthropic.\n\nWe are just touching the surface of what's possible with MCP and how to leverage it in AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986222200878215332","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1986506193943044222","view_count":4167,"bookmark_count":2,"created_at":1762454958000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1986503927857033453","full_text":"@OfficialLoganK Oh nice! I have cool idea how for how to use this. This is exactly I was looking for today. Video tutorial dropping soon!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1986503927857033453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1986560488164237696","view_count":2413,"bookmark_count":0,"created_at":1762467903000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986503070734557568","full_text":"What a legend! Very fortunate to have crossed paths, even if it lasted a short time. \n\nWhen I think of PyTorch, I think of you.\nThat's how big your impact has been.\n\nI still remember meeting you at the first-ever PyTorch conference and asking for your thoughts on building more educational content around PyTorch. I didn't have the confidence and thought you would see it as a waste of time.\n\nIn fact, you approached me, which was kind of an amazing experience, given that I was just a beginner (foreign PhD student) and had not really gotten into the PyTorch/AI education in depth. That gave me a boost of confidence. \n\nAnd it also told me that PyTorch was a special community. Heck, I even wrote my entire thesis codebase on PyTorch and onboarded 100s of other students to use it, so thank you!\n\nThanks for all the dedication. Very inspiring. \nI am sure you will find something new that continues to keep you on the edge. 👏","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1986503070734557568","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEo08PI","indices":[18,41]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439260736811422","view_count":4097,"bookmark_count":37,"created_at":1762439000000,"favorite_count":22,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Get started here: https://t.co/yMwUEo08PI","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986439248745275577","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1177948663022325760","name":"Seth Hobson","screen_name":"TraderAegis","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"TraderAegis","lang":"en","retweeted":false,"fact_check":null,"id":"1986579464738738609","view_count":792,"bookmark_count":0,"created_at":1762472427000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"@TraderAegis I haven’t had the time to bundle things into plugins yet but will be exploring in the coming days.","in_reply_to_user_id_str":"1177948663022325760","in_reply_to_status_id_str":"1986573040432410957","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,88],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1725136792347688960","name":"Eddie Otudor","screen_name":"eddieabasi","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"eddieabasi","lang":"en","retweeted":false,"fact_check":null,"id":"1986428393169031448","view_count":1407,"bookmark_count":0,"created_at":1762436409000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@eddieabasi I don’t think so. I think it is a case of not engineering enough around MCP.","in_reply_to_user_id_str":"1725136792347688960","in_reply_to_status_id_str":"1986423755154071604","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":327,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986831275144138756","view_count":29348,"bookmark_count":312,"created_at":1762532464000,"favorite_count":327,"quote_count":5,"reply_count":18,"retweet_count":50,"user_id_str":"3448284313","conversation_id_str":"1986831275144138756","full_text":"Unlocking the Power of Multi-Agent LLM for Reasoning\n\nDesigning and optimizing multi-agent systems is important.\n\nThis paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.\n\nThey find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.\n\nThis is something that happens very often and that you might not want in your design.\n\nTo address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.\n\nExperiments show that this framework mitigates the lazy‐agent issue and improves performance.\n\nWhy you should care:\n\n1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.\n\n2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.\n\n3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.\n\n4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.\n\nPaper: arxiv. org/abs/2511.02303","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":1796,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987167737639325886","view_count":163112,"bookmark_count":3358,"created_at":1762612683000,"favorite_count":1796,"quote_count":7,"reply_count":39,"retweet_count":251,"user_id_str":"3448284313","conversation_id_str":"1987167737639325886","full_text":"The most effective AI Agents are built on these core ideas.\n\nIt's what powers Claude Code.\n\nIt's referred to as the Claude Agent SDK Loop, which is an agent framework to build all kinds of AI agents.\n\n(bookmark it)\n\nThe loop involves three steps:\n\nGathering Context: Use subagents (parallelize them for task efficiency when possible), compact/maintain context, and leverage agentic/semantic search for retrieving relevant context for the AI agent. Hybrid search approaches work really well for domains like agentic coding.\n\nTaking Action: Leverage tools, prebuilt MCP servers, bash/scripts (Skills have made it a lot easier), and generate code to take action and retrieve important feedback/context for the AI agent. Turns out you can also enhance MCP and token usage through code execution and routing, similar to how LLM routing increases efficiency in AI Agents.\n\nVerifying Output: You can define rules to verify outputs, enable visual feedback (this becomes increasingly important in multimodal problems), and consider LLM-as-a-Judge to verify quality based on fuzzy rules. Some problems will require visual cues and other forms of input to perform well. Don't overcomplicate the workflow (eg, use computer-using agents when a simple Skill with clever scripts will do).\n\nThis is a clean, flexible, and solid framework for how to build and work with AI agents in all kinds of domains.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":1971,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987536982776676651","view_count":226184,"bookmark_count":1287,"created_at":1762700718000,"favorite_count":1919,"quote_count":7,"reply_count":78,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"Kimi K2 Thinking is a bigger deal than I thought!\n\nI just ran a quick eval on a deep agent I built for customer support.\n\nIt's on par with GPT-5; no other LLM has reached this level of agentic, orchestration, and reasoning capabilities.\n\nHuge for agentic and reasoning tasks. https://t.co/tW3BYThgPf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/deep-a…","expanded_url":"https://dair-ai.thinkific.com/courses/deep-ai-agents","url":"https://t.co/uJYiLObMGc","indices":[124,147]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987565901407805710","view_count":8641,"bookmark_count":26,"created_at":1762707612000,"favorite_count":34,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I will be sharing more on model comparisons, insights, and results in my upcoming cohort for building effective AI Agents.\n\nhttps://t.co/uJYiLObMGc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987536982776676651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1987567082150547532","view_count":1077,"bookmark_count":1,"created_at":1762707894000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@SrinivasValekar this test was on a customer support agentic system, but i think the agent coding use case will be interesting too. on it","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1987539306987360651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,290],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"246702792","name":"Marko","screen_name":"markojak_","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"markojak_","lang":"en","retweeted":false,"fact_check":null,"id":"1987566536198848969","view_count":2799,"bookmark_count":0,"created_at":1762707764000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I think most of what we teach can be transferred easily into other frameworks. In my experience, when teaching this stuff, the framework shouldn't matter. I try to focus on the framework and systematic approach, as there are so many great frameworks out there. But I am currently working on the AI SDK and will start doing some live build sessions on it soon.","in_reply_to_user_id_str":"246702792","in_reply_to_status_id_str":"1987565408883196229","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1744438366811164673","name":"JK","screen_name":"_junaidkhalid1","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"_junaidkhalid1","lang":"en","retweeted":false,"fact_check":null,"id":"1987566609750253770","view_count":2598,"bookmark_count":1,"created_at":1762707781000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@_junaidkhalid1 evals, evals, evals","in_reply_to_user_id_str":"1744438366811164673","in_reply_to_status_id_str":"1987551740607308248","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823754079761522690","name":"AKHIL","screen_name":"Akhi_l__","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"Akhi_l__","lang":"en","retweeted":false,"fact_check":null,"id":"1987566777082012049","view_count":1107,"bookmark_count":0,"created_at":1762707821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@Akhi_l__ error was from another model","in_reply_to_user_id_str":"1823754079761522690","in_reply_to_status_id_str":"1987564515471630339","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1258411122203308035","name":"🐈qeel🍉","screen_name":"catqeel","indices":[0,8]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}]},"favorited":false,"in_reply_to_screen_name":"catqeel","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987576099325280621","view_count":1761,"bookmark_count":2,"created_at":1762710044000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I was actually doing that today. Not getting the same results, but I am not sure if these are comparable. \n\nI think the ability to perform 200-300 sequential tool calls (without human interference) might be contributing to the great results I am getting. Will dig further in the coming days.","in_reply_to_user_id_str":"1258411122203308035","in_reply_to_status_id_str":"1987573529886527629","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1748708055951568896","name":"devloper harsh","screen_name":"devloper_hs","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"devloper_hs","lang":"en","retweeted":false,"fact_check":null,"id":"1987570639579042125","view_count":1424,"bookmark_count":1,"created_at":1762708742000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@devloper_hs Was using the one from OpenRouter","in_reply_to_user_id_str":"1748708055951568896","in_reply_to_status_id_str":"1987569297192038856","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"10667972","name":"Rhys","screen_name":"RhysSullivan","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"RhysSullivan","lang":"en","retweeted":false,"fact_check":null,"id":"1987567893689839635","view_count":1001,"bookmark_count":0,"created_at":1762708087000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987448208277320003","full_text":"Looks cool. This reminds me of one of my favorite new additions to Claude Code - questions pop up to get clarifications during planning, where I often just select from the multiple choice options. On rare occasions, I need to ask it to do something different. I like the interface a lot.","in_reply_to_user_id_str":"10667972","in_reply_to_status_id_str":"1987448208277320003","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":639,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987900645031252298","view_count":48850,"bookmark_count":324,"created_at":1762787421000,"favorite_count":261,"quote_count":1,"reply_count":28,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"This is a wild use case!\n\nI used Gamma + n8n to automatically generate a complete presentation on AI Agents research.\n\nIn just minutes!\n\nIt combines web search (for research), GPT-5 (narrative), and Gamma (for slide content generation).\n\nFull workflow breakdown below 👇 https://t.co/4J9zM8tpuA","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987536982776676651","quoted_status_permalink":{"url":"https://t.co/QFXmcoq6Z2","expanded":"https://twitter.com/omarsar0/status/1987536982776676651","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987912692099682399","view_count":32080,"bookmark_count":169,"created_at":1762790294000,"favorite_count":330,"quote_count":0,"reply_count":26,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1987912692099682399","full_text":"It turns out that Kimi K2 Thinking is also a beast at deep research. \n\nIt can run 200-300 tool requests for impressive multi-agent capabilities. \n\nWould you like to see a code example of it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1987900645031252298?s=20","url":"https://t.co/NTHpDarleD","indices":[94,117]}],"user_mentions":[{"id_str":"1319250540480598026","name":"Grant Lee","screen_name":"thisisgrantlee","indices":[0,15]},{"id_str":"1142210344678379520","name":"Sarah Wang","screen_name":"sarahdingwang","indices":[16,30]},{"id_str":"64844802","name":"a16z","screen_name":"a16z","indices":[31,36]}]},"favorited":false,"in_reply_to_screen_name":"thisisgrantlee","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1987900645031252298","quoted_status_permalink":{"url":"https://t.co/NTHpDarleD","expanded":"https://x.com/omarsar0/status/1987900645031252298?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987905623204233270","view_count":4174,"bookmark_count":14,"created_at":1762788608000,"favorite_count":22,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987880600661889356","full_text":"@thisisgrantlee @sarahdingwang @a16z Gamma is awesome! Thanks for allowing me to test it out. https://t.co/NTHpDarleD","in_reply_to_user_id_str":"1319250540480598026","in_reply_to_status_id_str":"1987880600661889356","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900657161117831","view_count":1100,"bookmark_count":1,"created_at":1762787424000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"1/ THE PROBLEM:\n\nCreating visual content is time-consuming. Research takes hours. Writing requires deep focus. Design demands specialized skills.\n\nWhat if AI could handle the entire pipeline?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900645031252298","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900669051998301","view_count":1031,"bookmark_count":1,"created_at":1762787427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"2/ THE SOLUTION:\n\nAn n8n workflow that orchestrates Tavily for web research, GPT-5 for storytelling, Gamma for visual generation, and Google Sheets for tracking.\n\nYou provide a topic and audience. The system outputs a LinkedIn-ready carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900657161117831","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900680959611015","view_count":965,"bookmark_count":1,"created_at":1762787430000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"3/ ARCHITECTURE:\n\nThe n8n workflow starts with form input, then searches the web using Tavily, generates a narrative with GPT-5, and creates visuals through the Gamma API.\n\nEach step feeds into the next, creating a seamless pipeline from raw research to a polished presentation.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900669051998301","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900692703666435","view_count":849,"bookmark_count":1,"created_at":1762787433000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"4/ WEB RESEARCH AND NARRATIVE GENERATION\n\nTavily handles the research part.\n\nGPT-5 handles the narrative.\n\nAnd Gamma makes the magic happen -- it creates a professional and polished carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900680959611015","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900704707813453","view_count":782,"bookmark_count":1,"created_at":1762787436000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"5/ VISUAL GENERATION\n\nGamma API takes the narrative and generates a scroll-friendly carousel with engaging headlines, professional design, and relevant imagery using Imagen 4 Pro.\n\nIt specifies 10 cards in social format with custom instructions tailored to your target platform.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900692703666435","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900716623736849","view_count":787,"bookmark_count":1,"created_at":1762787438000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"6/ WORKFLOW BENEFITS:\n\nTime goes from hours to minutes.\n\nQuality remains high with researched content and visual polish. You can also refine everything in the Gamma UI.\n\nPerfect for content creators and technical communicators who need to scale their output.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900704707813453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900728527253601","view_count":3764,"bookmark_count":1,"created_at":1762787441000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"7/ USE CASES:\n\nThis workflow is perfect for daily research summaries, weekly newsletters, community content, marketing materials, and educational content.\n\nIt targets visual learners who consume content efficiently and need professional-looking presentations quickly.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900716623736849","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900740401352832","view_count":6941,"bookmark_count":4,"created_at":1762787444000,"favorite_count":9,"quote_count":0,"reply_count":48,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"8/ GIVEAWAY\n\nI am sharing the full n8n workflow JSON and video walkthrough.\n\nComment Gamma & I’ll DM it to you.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900728527253601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":2432,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[253,262]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988236096195776683","view_count":87384,"bookmark_count":758,"created_at":1762867399000,"favorite_count":697,"quote_count":1,"reply_count":45,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"Hey, AI Devs!\n\nDon't sleep on the new Gemini File Search API!\n\nFeels like the easiest way to build agentic RAG systems.\n\nI built a little MCP server to analyze codebases with semantic search (Gemini File Search) & agentic search.\n\nFun chatting with @karpathy's nanochat project. https://t.co/cZfXdL6Us0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1988269255604007275","view_count":130026,"bookmark_count":2021,"created_at":1762875305000,"favorite_count":1472,"quote_count":6,"reply_count":64,"retweet_count":138,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"This simple Claude Code hack has reduced token usage by ~90%.\n\nIt adopts the \"Code Execution with MCP\" concept published by Anthropic.\n\nRemove preloaded MCP tools from context and use Python to execute tools via bash instead.\n\nBTW, this can be optimized much further.\n\nInsane! https://t.co/17j2dN6oor","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276885722460207","view_count":13185,"bookmark_count":77,"created_at":1762877124000,"favorite_count":95,"quote_count":0,"reply_count":9,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"ElevenLabs just released Scribe v2 Realtime — their fastest, most accurate real-time Speech-to-Text model.\n\nUltra-low latency, streaming support, and 90 languages.\n\nI use their API, and believe this is huge for building live voice agents and personal AI assistants.\n\nMore below: https://t.co/VLKsSQgF7U","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,121],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[87,102]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988237435671556505","view_count":3771,"bookmark_count":4,"created_at":1762867718000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy The best part is that at this moment, you only pay for indexing. \n\nThanks to @OfficialLoganK and team for this. https://t.co/bW7XahaEzU","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988236096195776683","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988270477005967417","view_count":11052,"bookmark_count":8,"created_at":1762875596000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"For this test, I used a prebuilt py script, but ultimately, what I want is for the agent (in this case, Claude Code) to generate whatever code it needs to execute the right sequence of tools. The best part is that we avoid context bloat. It keeps CC more focused on what matters.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988271135054536967","view_count":11340,"bookmark_count":6,"created_at":1762875753000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"I also tested with a setup where the MCP server runs in another agent environment, like Gemini CLI or Codex. \n\nAgain, it keeps Claude Code (the main coding agent I use) more focused and offloads MCP-related tasks to Codex via Bash. The bad part is that Codex can be too verbose (ie, thinking) and that takes up the context window in CC.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988270477005967417","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988238506070581265","view_count":4124,"bookmark_count":6,"created_at":1762867974000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK I also like the logs view in Google AI Studio. I show it towards the end of the clip. \n\nIt gives me a good understanding of what happened on each request. \n\nWorking on something to let folks try it out. https://t.co/KjFspmemsD","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988237435671556505","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988239178165879189","view_count":3929,"bookmark_count":3,"created_at":1762868134000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK As for the agent orchestration that's powering the MCP server, I am using the AI SDK v6 for the agentic loop. \n\nIt allows both semantic search via Gemini's File Search and keyword search over files. \n\nI am finding that having both forms of search makes it more robust.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988238506070581265","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,148],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988242251894444146","view_count":5730,"bookmark_count":2,"created_at":1762868867000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK The inspiration behind the MCP server is that I want to be able to use it everywhere -- Claude, ChatGPT, Claude Code, etc.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988239178165879189","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,306],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988244779029692491","view_count":6160,"bookmark_count":7,"created_at":1762869469000,"favorite_count":9,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"It's crazy to me how tedious it can be to build a RAG system today.\n\nAll the setup required for it is insane.\n\nThis File Search API simplifies everything. Now I can focus on the agent harness and context engineering that takes a bit of time to get right, but is important for user experience.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988242251894444146","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988250127635521667","view_count":955,"bookmark_count":0,"created_at":1762870744000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy In my todo already. :)","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988249861406498994","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988261355762139157","view_count":803,"bookmark_count":1,"created_at":1762873421000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy I will share more on this soon. The MCP stuff was just an easy way to showcase the File Search API at work, but there are actually many new implementation details I have baked into the MCP component.","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988260490057830774","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,299],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70540032","name":"Ilyas Iqbal","screen_name":"ilyasiqbal","indices":[0,11]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[12,21]}]},"favorited":false,"in_reply_to_screen_name":"ilyasiqbal","lang":"en","retweeted":false,"fact_check":null,"id":"1988241656420639194","view_count":604,"bookmark_count":0,"created_at":1762868725000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@ilyasiqbal @karpathy For now, it's super basic. Just a system prompt to encourage using both semantic search + keyword search over codebases. I am interested in exploring where one is better than the other and when both are helpful. So far, for larger codebases, it's great to have semantic search.","in_reply_to_user_id_str":"70540032","in_reply_to_status_id_str":"1988237339240362466","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1767299461561122816","name":"Hashgraph Online DAO","screen_name":"HashgraphOnline","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"HashgraphOnline","lang":"en","retweeted":false,"fact_check":null,"id":"1988241100964851974","view_count":598,"bookmark_count":0,"created_at":1762868592000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@HashgraphOnline @karpathy It works great on large codebases. More efficient than regular keyword/grep search. For now, I am using simple similarity metrics, but this can be tuned further.\n\nI combine both semantic + keyword search. It's working great so far. More testing is required.","in_reply_to_user_id_str":"1767299461561122816","in_reply_to_status_id_str":"1988239673718698142","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2185373790","name":"El Controlador de Obra","screen_name":"control_de_obra","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"control_de_obra","lang":"en","retweeted":false,"fact_check":null,"id":"1988250265053466986","view_count":401,"bookmark_count":0,"created_at":1762870777000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@control_de_obra @karpathy Too complicated.","in_reply_to_user_id_str":"2185373790","in_reply_to_status_id_str":"1988248797508497876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/app/speech-to-…","expanded_url":"https://elevenlabs.io/app/speech-to-text","url":"https://t.co/pZvBD99yGQ","indices":[100,123]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276960083263894","view_count":2286,"bookmark_count":6,"created_at":1762877142000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Enterprise-ready out of the box:\n\n✓ SOC 2, PCI, HIPAA compliant\n✓ EU data residency\n\nTry it today → https://t.co/pZvBD99yGQ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276947353530395","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276904332570974","view_count":255,"bookmark_count":2,"created_at":1762877129000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Real-time performance that actually works:\n\n• Partial transcriptions in milliseconds\n• Stream audio chunks\n• Multiple formats: PCM (8-48kHz) + µ-law\n• WER of 5-10% in English and major EU languages\n\nEarly tests show it outperforms Deepgram and AssemblyAI. https://t.co/erT6Wl60II","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276885722460207","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276916772892725","view_count":388,"bookmark_count":0,"created_at":1762877132000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Scribe v2 Realtime is designed for builders:\n\n• Voice Activity Detection for automatic speech segmentation\n• Manual commit control for full transcript precision\n• Speaker diarization via manual commit (auto diarization coming)\n• Stream as you capture — no buffering delays","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276904332570974","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276928651088191","view_count":411,"bookmark_count":2,"created_at":1762877134000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Why this matters for AI agents:\n\nReal-time STT is the bottleneck in conversational AI. Most models optimize for accuracy OR speed.\n\nScribe v2 Realtime achieves low latency, high accuracy, and cost-efficient inference.\n\nPerfect for live agents, call centers, and meeting assistants.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276916772892725","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,227],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/docs/capabilit…","expanded_url":"https://elevenlabs.io/docs/capabilities/speech-to-text","url":"https://t.co/6adJhOQsmm","indices":[204,227]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276947353530395","view_count":3623,"bookmark_count":3,"created_at":1762877139000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Currently in alpha and available via API (scribe_v2_realtime).\n\nIf you're building voice-driven AI apps, this is the model to test.\n\nIntegration into ElevenLabs Agents is coming soon.\n\nDocs + API access: https://t.co/6adJhOQsmm https://t.co/9E28h9leZK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276928651088191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/ai-age…","expanded_url":"https://dair-ai.thinkific.com/courses/ai-agents-workshops","url":"https://t.co/64C8UmZq7j","indices":[206,229]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988271772328755464","view_count":12579,"bookmark_count":19,"created_at":1762875905000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"Will share more of my findings as I keep experimenting and finding more optimal setups with my coding agents. \n\nI am also sharing more details of these findings in my live workshops for my academy members: https://t.co/64C8UmZq7j\n\nStay tuned!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271135054536967","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276682931720593","view_count":9946,"bookmark_count":10,"created_at":1762877076000,"favorite_count":19,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"BTW, something you may have noticed from my timeline recently is an increase in experiments and tools I am able to build.\n\nThis is months of tuning Claude Code with proper Skills, subagents, and MCP tools that help with optimizing workflows, code understanding, and code execution.\n\nAnd I feel like this is just touching the surface. Claude Code finally feels like a truly intelligent coding assistant.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271772328755464","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600322117714722816","name":"Jason Byteforge","screen_name":"jmazzahacks","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"jmazzahacks","lang":"en","retweeted":false,"fact_check":null,"id":"1988335256001540306","view_count":3784,"bookmark_count":0,"created_at":1762891041000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@jmazzahacks Sure you can build MCP servers like that. But the point here is that you don’t preload MCP tools to the client which in this case is Claude Code. This saves a lot on token usage.","in_reply_to_user_id_str":"1600322117714722816","in_reply_to_status_id_str":"1988334402523570658","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1988330118474068186","view_count":568,"bookmark_count":0,"created_at":1762889816000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988324110762734054","full_text":"@realmadhuguru 💯 so much opportunity here. I think the same applies to research. It’s about asking good research questions.","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1988324110762734054","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,92],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtu.be/-nbHJzLpt18","expanded_url":"https://youtu.be/-nbHJzLpt18","url":"https://t.co/DpFM0NM2JS","indices":[69,92]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988256041184670091","view_count":5558,"bookmark_count":12,"created_at":1762872154000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"If you haven't received it, find the full video + n8n workflow here: https://t.co/DpFM0NM2JS","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900740401352832","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":653,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,283],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988304740460183739","quoted_status_permalink":{"url":"https://t.co/yXa38AGq7h","expanded":"https://twitter.com/RickLamers/status/1988304740460183739","display":"x.com/RickLamers/sta…"},"retweeted":false,"fact_check":null,"id":"1988610595793612894","view_count":24771,"bookmark_count":124,"created_at":1762956687000,"favorite_count":152,"quote_count":1,"reply_count":6,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1988610595793612894","full_text":"I use Claude Code + Skills to optimize my MCP tool prompts.\n\nClaude Code is great at optimizing with the right context, tools, logs, filesystem,...\n\nStarting to think there'll be no need for fancy algos, they just get generated on the fly, powered by code generation & execution.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988606978541920307","view_count":40692,"bookmark_count":327,"created_at":1762955824000,"favorite_count":435,"quote_count":4,"reply_count":29,"retweet_count":76,"user_id_str":"3448284313","conversation_id_str":"1988606978541920307","full_text":"We are just scratching the surface of using AI for major discoveries.\n\nAnd no, LLMs are not dead.\n\nAlphaResearch tackles a fundamental challenge: can LLMs discover truly novel algorithms that push beyond existing human knowledge?\n\nPrevious approaches like AlphaEvolve rely solely on code execution (technically correct but potentially uninteresting solutions), while pure idea-generation systems produce creative concepts that may be computationally infeasible.\n\nAlphaResearch solves this by combining execution-based verification with a reward model (AlphaResearch-RM-7B) trained on 24K ICLR peer-review records, creating a \"dual research environment\" that ensures both feasibility and innovation.\n\nOn the circle-packing problem, it discovered an algorithm achieving 2.939 total radii (n=32), surpassing the best human solution (2.936) and AlphaEvolve (2.937).\n\nIt might not look like a big deal, but this demonstrates the potential of LLMs that can autonomously produce genuinely novel, state-of-the-art algorithms.\n\nThis is significant because it shows AI can actively advance the frontiers of human research, not just reproduce existing knowledge.\n\narxiv. org/abs/2511.08522","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988626951011971521","view_count":7368,"bookmark_count":5,"created_at":1762960586000,"favorite_count":51,"quote_count":1,"reply_count":9,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1988626951011971521","full_text":"The best part I like about Claude Code today is this.\n\nI don't have to wait for fancy new features.\n\nIn its current state, it already allows me to build whatever I want. Hope this essence is kept.\n\nResearch, optimization, evals, writing, coding, and the list goes on and on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1681349314797240320","name":"OpenRouter","screen_name":"OpenRouterAI","indices":[0,13]},{"id_str":"1449556875213684740","name":"Apple Lamps","screen_name":"lamps_apple","indices":[14,26]}]},"favorited":false,"in_reply_to_screen_name":"OpenRouterAI","lang":"en","retweeted":false,"fact_check":null,"id":"1988611415347957782","view_count":79,"bookmark_count":1,"created_at":1762956882000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988609657758490908","full_text":"@OpenRouterAI @lamps_apple that's fire!","in_reply_to_user_id_str":"1681349314797240320","in_reply_to_status_id_str":"1988609657758490908","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988614109605044614","view_count":5481,"bookmark_count":6,"created_at":1762957525000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"People were asking how the diagram was created. It's a mermaid sequence diagram, which either Windsurf or Claude Code can generate the first draft. Labels are a bit tricky for LLMs, but you can manually revise and tune them. It's not perfect, but these can take a bit of time if you try creating them from scratch.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"473037001","name":"David Stevens","screen_name":"stevewdavens","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"stevewdavens","lang":"en","retweeted":false,"fact_check":null,"id":"1988647295345463371","view_count":1286,"bookmark_count":0,"created_at":1762965437000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@stevewdavens Full-time CLI user now. :)","in_reply_to_user_id_str":"473037001","in_reply_to_status_id_str":"1988645638092083647","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980333288951803905","name":"John Krakov","screen_name":"JohnKrakbtc","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JohnKrakbtc","lang":"en","retweeted":false,"fact_check":null,"id":"1988610925193294336","view_count":1336,"bookmark_count":0,"created_at":1762956765000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@JohnKrakbtc Just started to play around with the idea. Will be sharing any findings around these other issues.","in_reply_to_user_id_str":"1980333288951803905","in_reply_to_status_id_str":"1988608860324823494","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1191207924","name":"Erik Bernhardsson","screen_name":"bernhardsson","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"bernhardsson","lang":"en","retweeted":false,"fact_check":null,"id":"1988663775403340187","view_count":518,"bookmark_count":0,"created_at":1762969366000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988647374605131837","full_text":"@bernhardsson Lots of ways to innovate in this space.","in_reply_to_user_id_str":"1191207924","in_reply_to_status_id_str":"1988647374605131837","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"911297187664949248","name":"Jeff Dean","screen_name":"JeffDean","indices":[0,9]},{"id_str":"796092645193846784","name":"Waymo","screen_name":"Waymo","indices":[10,16]}]},"favorited":false,"in_reply_to_screen_name":"JeffDean","lang":"en","retweeted":false,"fact_check":null,"id":"1988691441414205622","view_count":1137,"bookmark_count":0,"created_at":1762975962000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988674389773357077","full_text":"@JeffDean @Waymo That awesome!","in_reply_to_user_id_str":"911297187664949248","in_reply_to_status_id_str":"1988674389773357077","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1571915464854409216","name":"Eden Yav","screen_name":"yavnun","indices":[0,7]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[8,17]}]},"favorited":false,"in_reply_to_screen_name":"yavnun","lang":"en","retweeted":false,"fact_check":null,"id":"1988665646280999132","view_count":66,"bookmark_count":0,"created_at":1762969812000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@yavnun @karpathy I am just leveraging Gemini for the Gemini File Search stuff. I built the agentic part with AI SDK so I can use any of the models they support.","in_reply_to_user_id_str":"1571915464854409216","in_reply_to_status_id_str":"1988664712264048915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":1112,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[0,264],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988974710592516454","view_count":53372,"bookmark_count":410,"created_at":1763043499000,"favorite_count":553,"quote_count":3,"reply_count":26,"retweet_count":55,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"Kimi K2 Thinking is impressive.\n\nSo I built a multi-agent deep researcher, Kimi Deep Researcher.\n\nIt generates long research reports on any topic, powered by subagents (web searcher, analyzer, and synthesizer).\n\nIt can do 100s of tool calls per session. Repo soon! https://t.co/A8dDswq77M","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989075862793449566","view_count":1186,"bookmark_count":24,"created_at":1763067615000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989075862793449566","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989081828678893837","view_count":41095,"bookmark_count":919,"created_at":1763069037000,"favorite_count":529,"quote_count":1,"reply_count":13,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989081828678893837","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\n(bookmark it)\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980945337327255552","name":"Tammy Sun","screen_name":"sun_tammy2025","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"sun_tammy2025","lang":"en","retweeted":false,"fact_check":null,"id":"1988986995301826826","view_count":306,"bookmark_count":0,"created_at":1763046427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@sun_tammy2025 Yes, I am working on a few more tests and cleaning up the code a bit. It's basically built on the idea of deep agents (orchestrator + subagents) like Claude Code, but for deep research.","in_reply_to_user_id_str":"1980945337327255552","in_reply_to_status_id_str":"1988986160987927036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"463176938","name":"John Baker","screen_name":"select_asterisk","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"select_asterisk","lang":"en","retweeted":false,"fact_check":null,"id":"1989029229833367851","view_count":214,"bookmark_count":0,"created_at":1763056497000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@select_asterisk it's leveraging openrouter but i will be testing what's possible on local","in_reply_to_user_id_str":"463176938","in_reply_to_status_id_str":"1989008096019247414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1371117855626956809","name":"Tim Smykov","screen_name":"timsmykov","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"timsmykov","lang":"en","retweeted":false,"fact_check":null,"id":"1988986064309018723","view_count":383,"bookmark_count":0,"created_at":1763046205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"It can support a bigger number of sequential tool calls which makes it ideal for long form generation like the deep research use case. I am barely scratching the surface with the current project. I feel like I can push this in many directions to improve research and report writing.","in_reply_to_user_id_str":"1371117855626956809","in_reply_to_status_id_str":"1988984255922467291","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989064442097856560","view_count":1825,"bookmark_count":0,"created_at":1763064892000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"For clarity, this whole project is built from scratch (i.e., no agent framework). I am using OpenRouter for access to the model. I haven't tested a local setup but it should be easy to get it to work like that.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988974710592516454","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,24],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54059018","name":"Xaumre","screen_name":"xaumre","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xaumre","lang":"en","retweeted":false,"fact_check":null,"id":"1989048053706494332","view_count":112,"bookmark_count":0,"created_at":1763060985000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@xaumre All from scratch","in_reply_to_user_id_str":"54059018","in_reply_to_status_id_str":"1989046485850186041","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"59803156","name":"Mehreen Omer","screen_name":"mehreen_omer","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mehreen_omer","lang":"en","retweeted":false,"fact_check":null,"id":"1988974390105825329","view_count":595,"bookmark_count":0,"created_at":1763043422000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@mehreen_omer Depends on the set up you are using. I can use either sub-agents, skills, or commands in Claude Code for control.","in_reply_to_user_id_str":"59803156","in_reply_to_status_id_str":"1988962094725886204","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":1757,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989350215175020682","view_count":60601,"bookmark_count":470,"created_at":1763133026000,"favorite_count":367,"quote_count":2,"reply_count":28,"retweet_count":26,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Finally solved my newsletter overload.\n\nI built my own Pulse feature for Claude Code.\n\nIt's a little / command that connects to a proactive agent (built with Claude Agent SDK) that works 24/7 to find breaking AI research.\n\nBetter than any newsletter and even my For You tab. https://t.co/abal4Q20Ms","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989368259817439576","view_count":35923,"bookmark_count":576,"created_at":1763137328000,"favorite_count":572,"quote_count":4,"reply_count":28,"retweet_count":119,"user_id_str":"3448284313","conversation_id_str":"1989368259817439576","full_text":"Efficient Self-Improving Agent Systems\n\nAgentEvolver lets AI agents improve themselves instead of requiring manual prompt tuning.\n\nThey use three core mechanisms: self-questioning, self-navigating, and self-attributing.\n\nAgents evaluate their own work, spot failures, and write better instructions for themselves.\n\nThis leads to a self-improvement loop capable of running without human oversight.\n\nShows better performance across benchmarks with less manual work.\n\nThis could change how we build production AI systems; agents that actually adapt on their own.\n\nAgentEvolver introduces a paradigm shift in how we build AI agents: instead of manually tuning prompts and instructions, the system enables agents to autonomously refine themselves through iterative self-assessment loops.\n\nThe framework works by having agents evaluate their own performance on tasks, identify where they failed or underperformed, and then generate improved behavioral instructions for the next iteration.\n\nThis creates a continuous evolution cycle where feedback from task execution directly enhances decision-making strategies without human intervention.\n\nThe results are impressive.\n\nAgents using this approach show measurable performance gains across diverse benchmarks compared to static configurations, all while reducing the overhead of constant manual optimization.\n\nIt's a promising step toward truly adaptive AI systems that can evolve their capabilities autonomously, transforming how we develop and deploy production agents.\n\nPaper: arxiv. org/abs/2511.10395","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989412054281982254","view_count":56499,"bookmark_count":551,"created_at":1763147769000,"favorite_count":639,"quote_count":3,"reply_count":26,"retweet_count":56,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Kimi Deep Research keeps getting better!\n\nI've been tuning it with one of my Claude Code skills. \n\nThe quality of the deep research reports Kimi K2 Thinking can generate is insane!\n\nJust look at the clip example.\n\nMore things to tune, but this is crazy good already. https://t.co/AZSpNoh905","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[31,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"50090898","name":"Google for Developers","screen_name":"googledevs","indices":[0,11]},{"id_str":"3167734591","name":"Visual Studio Code","screen_name":"code","indices":[12,17]},{"id_str":"923010104479252480","name":"Colaboratory","screen_name":"GoogleColab","indices":[18,30]}]},"favorited":false,"in_reply_to_screen_name":"googledevs","lang":"qme","retweeted":false,"fact_check":null,"id":"1989309219011531146","view_count":773,"bookmark_count":0,"created_at":1763123252000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989033099737407820","full_text":"@googledevs @code @GoogleColab 🚀","in_reply_to_user_id_str":"50090898","in_reply_to_status_id_str":"1989033099737407820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,30],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"601736770","name":"Aurimas Griciūnas","screen_name":"Aurimas_Gr","indices":[0,11]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}]},"favorited":false,"in_reply_to_screen_name":"Aurimas_Gr","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989442337391464687","view_count":412,"bookmark_count":1,"created_at":1763154989000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988972296262869238","full_text":"@Aurimas_Gr Important context: https://t.co/IiRieq0QSn","in_reply_to_user_id_str":"601736770","in_reply_to_status_id_str":"1988972296262869238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989415125678522788","view_count":3123,"bookmark_count":2,"created_at":1763148502000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There is a ton of good info in that generated report.\n\nHonestly, I had no expectations when I started to build this project from scratch. But I did have a bit of hope given the sequential tool calling capabilities of Kimi K2 Thinking.\n\nIt really unlocks advanced applications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989412054281982254","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[74,97]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989416139034956272","view_count":6052,"bookmark_count":8,"created_at":1763148743000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"You can see an example of reports generated by the previous version here: https://t.co/TByHsEEn3w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989415125678522788","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989417433245925645","view_count":7117,"bookmark_count":9,"created_at":1763149052000,"favorite_count":17,"quote_count":1,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Sidenote: I am just amazed by how effective Claude Code, in combination with skills, is at optimizing agentic workflows. It depends on the context, so give it the right logs and test scripts with bash and ask away. I am optimizing all my agents this way now. No more fancy tools, just decent code execution and clear specifications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989416139034956272","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989423185201160205","view_count":8989,"bookmark_count":2,"created_at":1763150423000,"favorite_count":11,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"As I was working with Claude Code to optimize this, it analyzed the last report generated, and it was super impressed with the length and quality. Its grade was A+, but obviously, it got too enthusiastic about it. The thing is, it has the logs/previous reports, and it can use them to compare and align with what I want.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989417433245925645","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1815114135325286400","name":"Envolate Industries","screen_name":"envolate","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"envolate","lang":"en","retweeted":false,"fact_check":null,"id":"1989413925373579486","view_count":846,"bookmark_count":0,"created_at":1763148215000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@envolate That's the vision here! :)","in_reply_to_user_id_str":"1815114135325286400","in_reply_to_status_id_str":"1989413448678265273","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1989417433245925645?s=20","url":"https://t.co/0Cp33Kkk5q","indices":[39,62]}],"user_mentions":[{"id_str":"3421446634","name":"Someguy","screen_name":"s0meguy1","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"s0meguy1","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1989417433245925645","quoted_status_permalink":{"url":"https://t.co/0Cp33Kkk5q","expanded":"https://x.com/omarsar0/status/1989417433245925645?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989417631137603664","view_count":576,"bookmark_count":2,"created_at":1763149099000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@s0meguy1 Just commented on that here: https://t.co/0Cp33Kkk5q","in_reply_to_user_id_str":"3421446634","in_reply_to_status_id_str":"1989416735301407166","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,244],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[221,244]}],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989413812852892008","view_count":854,"bookmark_count":4,"created_at":1763148189000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@theideogenesis It's based on an orchestrator + subagent framework I built from scratch. \n\nBut it's possible because of the sequential tool calling capabilities of Kimi K2 Thinking.\n\nI think people are sleeping on this.\n\nhttps://t.co/TByHsEEn3w","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1989412777640038523","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1989417949615321412","view_count":510,"bookmark_count":1,"created_at":1763149175000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@iamrobotbear work hard on it. lots of stuff happening in parallel but i will be sharing here once it's ready","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1989417654357299343","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"704057981952983044","name":"Margot Barault","screen_name":"MargotBarault","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"MargotBarault","lang":"en","retweeted":false,"fact_check":null,"id":"1989419846422196419","view_count":371,"bookmark_count":0,"created_at":1763149627000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@MargotBarault It's time to build! :)","in_reply_to_user_id_str":"704057981952983044","in_reply_to_status_id_str":"1989419644558741673","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1729788380152811520","name":"Orks AI","screen_name":"OrcsSandHive","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"OrcsSandHive","lang":"en","retweeted":false,"fact_check":null,"id":"1989442544351182939","view_count":280,"bookmark_count":0,"created_at":1763155039000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@OrcsSandHive what feels limited?","in_reply_to_user_id_str":"1729788380152811520","in_reply_to_status_id_str":"1989442329363587357","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823912294814007296","name":"JDizzy of course","screen_name":"the_real_jdizzy","indices":[0,16]},{"id_str":"889050642903293953","name":"DAIR.AI","screen_name":"dair_ai","indices":[17,25]}]},"favorited":false,"in_reply_to_screen_name":"the_real_jdizzy","lang":"en","retweeted":false,"fact_check":null,"id":"1989420334974734696","view_count":295,"bookmark_count":0,"created_at":1763149744000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@the_real_jdizzy @dair_ai Definitely good for being cheaper and faster, but to declare SOTA, I would have to run proper benchmarking. I am qualifying based on all these deep research solutions I have used, and I would rank the outputs in the top 3 as is. It's hard to get deep research results.","in_reply_to_user_id_str":"1823912294814007296","in_reply_to_status_id_str":"1989418835334894035","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989350228366155787","view_count":2914,"bookmark_count":5,"created_at":1763133029000,"favorite_count":16,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"It's blazing fast! The / command talks to my agent for already-generated reports.\n\nIt is fully customizable via endpoints.\n\nI can add and tune my preferences based on feedback.\n\nIt adapts to my evolving interests with its agentic capabilities.\n\nProactive agents are the future!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989352006885240898","view_count":2875,"bookmark_count":14,"created_at":1763133453000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"This is literally what my / command contains. \n\nThe real magic happens in that server that's powered by proactive agents (built with Claude Agent SDK).\n\nIt has memory, schedules to find new and relevant research, and saves them so that I can access them via /pulse. https://t.co/qybpn1vYJN","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350228366155787","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353046808396055","view_count":2943,"bookmark_count":2,"created_at":1763133701000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Just asking Claude Code to search/fetch papers from the web doesn't work. \n\nI built that little server because it tracks my new interests, preferences, and so on. It's running 24/7.\n\nAnd it's highly specialized to pull gems. \n\nIt's a great use case for the Claude Agent SDK.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989352006885240898","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353667137581431","view_count":3497,"bookmark_count":1,"created_at":1763133849000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I tried ChatGPT Pulse for months, and it doesn't work the way I want it.\n\nI think for these new AI experiences, personalization is key. Not sure ChatGPT is built for that now.\n\nAnd personalization has to be intuitive and seamless. I prefer what've built here. More updates soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353046808396055","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989356800869806359","view_count":4129,"bookmark_count":1,"created_at":1763134596000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I am fascinated by the new experiences that will emerge from all these new AI tools. \n\nI think the exploration space here is huge. \n\nI use the browser less now. 90%+ of my work now happens in the terminal.\n\nIf you can vibe code properly, you will be unstoppable.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353667137581431","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989362940244574426","view_count":6203,"bookmark_count":9,"created_at":1763136060000,"favorite_count":17,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"The curation capabilities of the agent are insanely good. \n\nCrazy because it can be optimized further.\n\nLike, I would probably never find these research papers/reports myself. \n\nThis is extremely exciting for me as a researcher. https://t.co/AENO8Tm3mZ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989356800869806359","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989375641699938523","view_count":4160,"bookmark_count":5,"created_at":1763139088000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"One lesson I have learned from building these personal projects is that today's AI models are so powerful to the point where you can reverse engineer any functionality these big LLM players are pushing out. This will only keep getting easier. I am going all in on building my own tools.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989362940244574426","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1989420978234171867","view_count":796,"bookmark_count":1,"created_at":1763149897000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@trq212 I figured there are many ways to do this, so I am playing around with the idea a bit more to see how I might share it for others to try. Concept is super green still. :)\n\nI saw your proactive agent post, and it inspired my curiosity.","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1989418623400907098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3005395139","name":"Mantas","screen_name":"stnkvcs","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"stnkvcs","lang":"en","retweeted":false,"fact_check":null,"id":"1989387137385410703","view_count":615,"bookmark_count":0,"created_at":1763141829000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Great question. I have been trying different schedules that optimize results, like every hour or something like that. I am actually using haiku-4.5 for this, so I can save on API calls. Indeed, the more it's used, the more expensive it can get. I have been doing a bit of context engineering to make it less costly than it currently is.","in_reply_to_user_id_str":"3005395139","in_reply_to_status_id_str":"1989383819150139818","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"80782442","name":"Senthil","screen_name":"vmsenthilkumar","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"vmsenthilkumar","lang":"en","retweeted":false,"fact_check":null,"id":"1989368050060292421","view_count":70,"bookmark_count":0,"created_at":1763137278000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@vmsenthilkumar I built a little external server with the core functionalities needed for the personalization.","in_reply_to_user_id_str":"80782442","in_reply_to_status_id_str":"1989364786732367914","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":750,"startTime":1763164800000,"endTime":1763251200000,"tweets":[{"bookmarked":false,"display_text_range":[0,180],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689354789556479","view_count":83362,"bookmark_count":1225,"created_at":1763213883000,"favorite_count":688,"quote_count":4,"reply_count":16,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"Another banger by Google!\n\nIt's a new technical guide on how to deploy, scale, and productionize AI Agents.\n\n(bookmark it)\n\nLove the emphasis of CI/CD and the Agent2Agent protocol. https://t.co/ubU9xlQPLJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"kaggle.com/whitepaper-pro…","expanded_url":"https://www.kaggle.com/whitepaper-prototype-to-production","url":"https://t.co/8xnZzIAOy8","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689367108149595","view_count":8239,"bookmark_count":88,"created_at":1763213886000,"favorite_count":39,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"https://t.co/8xnZzIAOy8","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989689354789556479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,81],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1989493287498256456","view_count":274,"bookmark_count":0,"created_at":1763167137000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@SrinivasValekar I have other plans at the moment but this is really early still.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1989488207671796086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[105,128]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989812809312735291","view_count":4367,"bookmark_count":18,"created_at":1763243317000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Due to popular demand, I will be showcasing some of these workflows in my new Claude Code live training: https://t.co/ZDTOIyJ950\n\nWhether you are technical or non-technical, there are so many ways you can leverage Claude Code. \n\nSeats are limited!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[159,182]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989813668272574614","view_count":4453,"bookmark_count":13,"created_at":1763243522000,"favorite_count":7,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There were some really good questions on how I leveraged Claude Code to build out this project. I will be discussing that in detail in my new live training: \n\nhttps://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989423185201160205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]},{"label":"2025-11-18","value":753,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990420550808735838","view_count":742,"bookmark_count":1,"created_at":1763388214000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990420550808735838","full_text":"\"Time to build\" will make so much more sense to more people in the coming weeks than it has in prior weeks.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441561637957797","view_count":56795,"bookmark_count":461,"created_at":1763393223000,"favorite_count":406,"quote_count":3,"reply_count":17,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Introducing Claude Code for Everyone!\n\nEveryone should learn to use coding agents.\n\nIt doesn't matter if you are technical or non-technical.\n\nIf you are not using tools like Claude Code, you are missing out on some of the best tools and experience AI agents have to offer. https://t.co/CD7QeCwoqn","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990512531132350847","view_count":14498,"bookmark_count":145,"created_at":1763410144000,"favorite_count":146,"quote_count":2,"reply_count":12,"retweet_count":24,"user_id_str":"3448284313","conversation_id_str":"1990512531132350847","full_text":"With the right agent design pattern, you can build insane applications today.\n\nSciAgent is a multi-agent framework for tackling complex scientific reasoning across physics, chemistry, and math.\n\n(bookmark it)\n\nInstead of relying on a single monolithic model, it orchestrates specialized agents that each handle different aspects of problem-solving.\n\nThe system decomposes hard problems into manageable subtasks: analysis, domain-specific reasoning, verification, and cross-domain integration.\n\nIt was benchmarked on olympiad-level problems (International Physics & Chemistry Olympiads) and outperforms single-model baselines.\n\nThe key insight: agent composition beats end-to-end learning for specialized domains.\n\nThis architecture pattern shows how to build systems that generalize across multiple scientific disciplines.\n\nPaper: arxiv. org/abs/2511.08151","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2511.11287","expanded_url":"https://arxiv.org/abs/2511.11287","url":"https://t.co/JSv5BoBFoJ","indices":[1087,1110]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990532662881313096","view_count":13908,"bookmark_count":150,"created_at":1763414943000,"favorite_count":175,"quote_count":1,"reply_count":14,"retweet_count":36,"user_id_str":"3448284313","conversation_id_str":"1990532662881313096","full_text":"The web is broken for AI agents.\n\nNot because agents aren't smart enough.\n\nIt's because the web wasn't designed for them.\n\nEvery interaction is a puzzle. Parse raw HTML. Reverse-engineer buttons. Guess what's clickable.\n\nThis makes agents brittle, inefficient, and insecure.\n\nThis new research paper introduces VOIX, a framework where websites tell agents exactly what they can do.\n\nNo more guessing. No more parsing. Pure declaration.\n\nTwo new HTML elements are introduced: <tool> and <context>.\n\n<tool> exposes actions. Click here. Input this. Select that. With parameters and validation.\n\n<context> explains the state. Where you are. What's possible. Why it matters.\n\nThink of it as an API layer baked into web pages.\n\nThey evaluated using an 11-day developer study. SUS score: 72.5/100, which is above the acceptable threshold.\n\nExciting progress on agentic web! It's an interesting paradigm shift to address the issues agents have when interacting with the web.\n\nFrom agents parsing HTML to websites declaring intent. From agent-agnostic design to agent-aware architecture.\n\nPaper: https://t.co/JSv5BoBFoJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,45],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1990419923911209298","view_count":677,"bookmark_count":0,"created_at":1763388064000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990272740012777475","full_text":"@OfficialLoganK that's going to be something!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990272740012777475","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1990441574212440168","view_count":3609,"bookmark_count":2,"created_at":1763393226000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Based on popular demand, I am excited to announce my brand new live cohort-based training on Claude Code for Everyone.\n\nExcited to finally get to share all the cool ways we have been using Claude Code to improve AI workflows, agents, and AI apps.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441561637957797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[165,188]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441586061451607","view_count":3584,"bookmark_count":6,"created_at":1763393229000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Don't miss this chance to learn everything you need to know about building with Claude Code.\n\nSeats are limited!\n\nPrices will go up in the next cohort.\n\nEnroll now: https://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441574212440168","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768597724660895744","name":"Methkal","screen_name":"meth_kh","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"meth_kh","lang":"en","retweeted":false,"fact_check":null,"id":"1990444335054393512","view_count":518,"bookmark_count":0,"created_at":1763393884000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@meth_kh I will focus on projects and all the tactics we have learned on how to effectively use Claude Code.","in_reply_to_user_id_str":"768597724660895744","in_reply_to_status_id_str":"1990442296114827731","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"15026770","name":"Christopher","screen_name":"communicating","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"communicating","lang":"en","retweeted":false,"fact_check":null,"id":"1990484101535793634","view_count":406,"bookmark_count":0,"created_at":1763403365000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@communicating It is a separate course and not part of the subscription. It has its own price. The link I shared would be right place to send anyone who is interested in learning about Claude Code. :)","in_reply_to_user_id_str":"15026770","in_reply_to_status_id_str":"1990452576928874508","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[6,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"676573","name":"tobi lutke","screen_name":"tobi","indices":[0,5]}]},"favorited":false,"in_reply_to_screen_name":"tobi","lang":"en","retweeted":false,"fact_check":null,"id":"1990533241452069353","view_count":1582,"bookmark_count":1,"created_at":1763415081000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990525664513175585","full_text":"@tobi I absolutely dislike the current form of these AI notetakers. So disruptive to learners and human participants. They have some applications, but I think we can build better ones.","in_reply_to_user_id_str":"676573","in_reply_to_status_id_str":"1990525664513175585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":765,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990794651608219727","view_count":12177,"bookmark_count":164,"created_at":1763477406000,"favorite_count":179,"quote_count":2,"reply_count":12,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1990794651608219727","full_text":"Open-source research agents have been lagging behind proprietary systems like OpenAI's Deep Research.\n\nThe gap has been frustrating for developers who want powerful, deep research agents without vendor lock-in.\n\nI've been building my own called Kimi Deep Researcher.\n\nSimilarly, this new work introduces MiroThinker, a framework that closes this performance gap through systematic optimization.\n\nThe key insight? Performance isn't just about model size.\n\nMiroThinker uses three complementary scaling strategies.\n\nModel scaling: Leveraging larger base models up to 72B parameters.\n\nContext scaling: Expanding reasoning space and information retrieval capabilities. With a 256K context window, it can perform up to 600 tool calls per task!\n\nThis enables sustained multi-turn reasoning and complex real-world research workflows.\n\nInteractive scaling: Incorporating human feedback and iterative refinement loops.\n\nEach dimension adds independent performance gains.\n\nThe results are compelling. The 72B variant demonstrates competitive performance with proprietary agents like GPT-5 and Claude 4.5.\n\nValidated across multiple benchmarks: GAIA, HotpotQA, and MuSiQue.\n\nWhy this matters for developers: You don't need to wait for new model releases to improve agent reasoning.\n\nThe modular approach means you can adopt scaling dimensions independently based on your constraints.\n\nOpen-source agents can now compete with proprietary systems through principled optimization.\n\nThis democratizes access to advanced AI reasoning capabilities.\n\nPaper: arxiv. org/abs/2511.11793","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990815581017145479","view_count":9610,"bookmark_count":22,"created_at":1763482396000,"favorite_count":71,"quote_count":0,"reply_count":7,"retweet_count":11,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 is here!\n\nThe most exciting part of this model is the long horizon planning capabilities.\n\nThis is going to unlock complex agentic applications, the likes of which we have never seen.\n\nVibe coding insane applications in one shot, proactive agents that expand our knowledge at unprecedented rates, and agents that lead to major scientific discoveries.\n\nIt's really on!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,237],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990822776198828498","view_count":13445,"bookmark_count":34,"created_at":1763484112000,"favorite_count":97,"quote_count":0,"reply_count":2,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1990822776198828498","full_text":"This is a fun little app created by Gemini 3.\n\nIt shows the spatial reasoning capabilities.\n\nThis could be huge for apps that leverage computer-using agents. \n\nAnd of course, unlocking new ways to interact with computers. Exciting stuff! https://t.co/gBO2Xk7uIB","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990826875816481127","view_count":37186,"bookmark_count":106,"created_at":1763485089000,"favorite_count":293,"quote_count":0,"reply_count":21,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"Google wasn't playing with this Gemini 3 launch!\n\nThey are going for everything.\n\nJust tested out their Antigravity agentic development platform, and it's really fun. \n\nJust helped my son build a quick physics simulator. https://t.co/1p5TeM2R1J","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990875929720070280","view_count":11660,"bookmark_count":39,"created_at":1763496784000,"favorite_count":80,"quote_count":0,"reply_count":27,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1990875929720070280","full_text":"Okay, this is just insane!\n\nJust vibe-coded this AI-powered website designer in MINUTES using Gemini 3.\n\nI am not great at design. I can now collaborate with AI to generate and iterate on designs.\n\nSelecting elements to iterate on and viewing them in different modes also works. https://t.co/GYzMzXL1gX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,13],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1086145626633494528","name":"Varun Mohan","screen_name":"_mohansolo","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"_mohansolo","lang":"qme","retweeted":false,"fact_check":null,"id":"1990589110973849960","view_count":2783,"bookmark_count":0,"created_at":1763428402000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990521386935464099","full_text":"@_mohansolo 🔥","in_reply_to_user_id_str":"1086145626633494528","in_reply_to_status_id_str":"1990521386935464099","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[32,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]},{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[16,31]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"und","retweeted":false,"fact_check":null,"id":"1990813421319635244","view_count":2260,"bookmark_count":0,"created_at":1763481881000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813077172822143","full_text":"@OfficialLoganK @GoogleAIStudio LFG!!!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990813077172822143","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,77],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990816381252546618","view_count":1969,"bookmark_count":2,"created_at":1763482587000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Not to mention that the results on all these other benchmarks are impressive. https://t.co/Yb0D314xyR","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990815581017145479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,55],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990818244312052036","view_count":2255,"bookmark_count":2,"created_at":1763483031000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 Pro's agentic coding capabilities look insane. https://t.co/fIA5IqlMNw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990816381252546618","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,89],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990823592657891612","view_count":1341,"bookmark_count":0,"created_at":1763484306000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"And where do we even start with Gemini 3 Deep Think?\n\nThat ARC-AGI-2 performance is nuts! https://t.co/1XMIFHjxAB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990818244312052036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1990818341859061760","view_count":134,"bookmark_count":0,"created_at":1763483054000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"@realmadhuguru on it :)","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1990816967201050710","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4939401","name":"Patrick Collison","screen_name":"patrickc","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"patrickc","lang":"en","retweeted":false,"fact_check":null,"id":"1990828162482065834","view_count":639,"bookmark_count":0,"created_at":1763485396000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813146987311446","full_text":"@patrickc That is cool!","in_reply_to_user_id_str":"4939401","in_reply_to_status_id_str":"1990813146987311446","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14130366","name":"Sundar Pichai","screen_name":"sundarpichai","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"sundarpichai","lang":"en","retweeted":false,"fact_check":null,"id":"1990854555362312425","view_count":1474,"bookmark_count":0,"created_at":1763491688000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990850427164979318","full_text":"@sundarpichai Keep it coming! :)","in_reply_to_user_id_str":"14130366","in_reply_to_status_id_str":"1990850427164979318","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1990877387836334251","view_count":2108,"bookmark_count":0,"created_at":1763497132000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990861380740591621","full_text":"@soumithchintala Excited for you, Soumith!","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1990861380740591621","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990847529919910063","view_count":2506,"bookmark_count":2,"created_at":1763490013000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"I love this way of testing and debugging apps with the integrated browser preview. The agent can navigate the app and test features, catch bugs, and fix on the go. https://t.co/42c51Vo2hf","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990826875816481127","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nviews":[{"label":"2025-10-21","value":66452,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980308459368436093","quoted_status_permalink":{"url":"https://t.co/7tgKp3s1dH","expanded":"https://twitter.com/anthropicai/status/1980308459368436093","display":"x.com/anthropicai/st…"},"retweeted":false,"fact_check":null,"id":"1980312578749526504","view_count":32955,"bookmark_count":134,"created_at":1760978285000,"favorite_count":264,"quote_count":0,"reply_count":16,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"I started to build a little AI research tool with Claude Code & Skills over the weekend.\n\nNow Anthropic adds connectors to other helpful scientific tools.\n\nThey are not messing around!\n\nIt’s about to get insanely interesting to use coding agents like Claude Code for science.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/pRSTl5TgvB","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980403571935130073","view_count":19586,"bookmark_count":54,"created_at":1760999980000,"favorite_count":150,"quote_count":1,"reply_count":8,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"This is huge! I sensed that Claude Code on web was coming.\n\nCoding agents on web serve specific use cases.\n\nThere is a wide opening to improve coding experience on web. If you tried Codex (web) you know this well.\n\nIf it's anything like Claude Code on the terminal, it’s game on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1977811751258513410","name":"NerdyChefs.AI","screen_name":"NerdychefsAI","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"NerdychefsAI","lang":"en","retweeted":false,"fact_check":null,"id":"1980320807709802804","view_count":61,"bookmark_count":0,"created_at":1760980247000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"@NerdychefsAI Will share more soon with some additional thoughts.","in_reply_to_user_id_str":"1977811751258513410","in_reply_to_status_id_str":"1980317151170121729","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,22],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","quoted_status_id_str":"1980052095639126457","quoted_status_permalink":{"url":"https://t.co/uQXRrZImBU","expanded":"https://twitter.com/omarsar0/status/1980052095639126457","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1980372246591095294","view_count":8661,"bookmark_count":3,"created_at":1760992511000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980337282323452300","full_text":"@claudeai Much needed:","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1980337282323452300","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980407566158196747","view_count":43,"bookmark_count":0,"created_at":1761000932000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Safe agentic code execution matters. The sandboxing feature in Claude Code is also neat and well thoughout. https://t.co/ccXK1Uj5si","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980406365781991642","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980405447086731456","view_count":578,"bookmark_count":0,"created_at":1761000427000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"The blog pretty much summarizes why I even tried Codex on web in the first place.\n\nSome stuff can just be done without my constant intervention.\n\nI can offload bug squashing easily now. Or explore new features that are not core (or of high priority) to my current workstreams. https://t.co/52ChIt2VTd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980403571935130073","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,158],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980406365781991642","view_count":329,"bookmark_count":0,"created_at":1761000646000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Claude Code on mobile is exciting. I am often on the road a lot so this is extremely helpful. I normally used GitHub Actions but this should feel more native. https://t.co/Mg7DOWCEQc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980405447086731456","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980371216046170539","view_count":4239,"bookmark_count":1,"created_at":1760992266000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I sensed this was coming I guess. Coding agents via the web serve specific use cases. \nAnd it makes, as there is a wide opening to improve the experience on web.\nWill test to see how the experience feels. If it is anything like Claude Code on the terminal, it’s game on. https://t.co/e20qoUO1XE","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980052095639126457","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":91340,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980629163976675779","view_count":58883,"bookmark_count":951,"created_at":1761053765000,"favorite_count":711,"quote_count":6,"reply_count":29,"retweet_count":102,"user_id_str":"3448284313","conversation_id_str":"1980629163976675779","full_text":"People are sleeping on Deep Agents.\n\nStart using them now.\n\nThis is a fun paper showcasing how to put together advanced deep agents for enterprise use cases.\n\nUses the best techniques: task decomposition, planning, specialized subagents, MCP for NL2SQL, file analysis, and more. https://t.co/UePZmIQkWR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684241202520238","view_count":15368,"bookmark_count":23,"created_at":1761066897000,"favorite_count":77,"quote_count":4,"reply_count":7,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"BREAKING: OpenAI launches ChatGPT Atlas. \n\nA new AI-powered browser built around ChatGPT.\n\nChat goes with you anywhere on the web. https://t.co/CjhEC89Ek1","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980689459785134240","view_count":2750,"bookmark_count":1,"created_at":1761068141000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Atlas is a great tool for \"vife-lifing\". \n\nYou can use the agent to delegate tasks (personal or professional) and hopefully improve productivity and curiosity. \n\nAvailable on MacOS. \n\nAgent is only available to Plus and Pro.\n\nMore personalization coming soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980688230904144086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980684242980884483","view_count":1407,"bookmark_count":2,"created_at":1761066897000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"It's OpenAI's attempt at combining the AI chat experience with the browser. \n\nChatGPT is the \"beating heart of Atlas\"!\n\nBuilt to be fast and flexible.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684241202520238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684244818301158","view_count":1741,"bookmark_count":4,"created_at":1761066897000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Three core features of Atlas:\n\n- Chat goes with you anywhere on the web\n- Browser memory to personalize the experience across the web\n- Agents can take actions for you https://t.co/LKcFw8l1cK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684242980884483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,94],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685471987507241","view_count":1222,"bookmark_count":3,"created_at":1761067190000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can invite ChatGPT to any tab you have open.\n\nIt can see the webpage and answer questions. https://t.co/gCe8Ao4ikB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684244818301158","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685725826691098","view_count":1448,"bookmark_count":3,"created_at":1761067251000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can do web searches and click through links to preview pages. \n\nAnd you can continue interacting with webpages seamlessly. https://t.co/7s6pBg1D3c","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685471987507241","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686101888041405","view_count":1424,"bookmark_count":2,"created_at":1761067340000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can polish your emails in-line. \n\nNo more copy-pasting your drafts.\n\nIt's called Cursor Chat. https://t.co/ClXCmO9Yv2","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685725826691098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,157],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686827347456380","view_count":1371,"bookmark_count":3,"created_at":1761067513000,"favorite_count":5,"quote_count":1,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use Agent mode with Atlas. \n\nThis means it can take actions for you. \n\nIt can do tasks in the background as you do other work in different tabs. https://t.co/8XHK746vWT","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686101888041405","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687393964388637","view_count":1118,"bookmark_count":1,"created_at":1761067648000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Agents can take over your browser whenever you want. \n\nAnd you can take back the control anytime you want or need. https://t.co/fGaEgtCqjw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686827347456380","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687837659034102","view_count":1325,"bookmark_count":1,"created_at":1761067754000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"For safety, you can manage in Agent mode whether ChatGPT works alongside you using your logged-in accounts or not. https://t.co/eS0QMQO9bo","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687393964388637","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980688230904144086","view_count":3283,"bookmark_count":3,"created_at":1761067848000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use incognito mode when you don't want ChatGPT to remember what you are doing in the browser. https://t.co/jy4noKCylP","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687837659034102","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":72018,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980997089120444595","view_count":26796,"bookmark_count":263,"created_at":1761141485000,"favorite_count":372,"quote_count":1,"reply_count":11,"retweet_count":65,"user_id_str":"3448284313","conversation_id_str":"1980997089120444595","full_text":"Scaling RL for Trillion-Scale Thinking Model\n\nScaling RL is hard! But this team might have figured out something.\n\nThey introduce Ring-1T, a 1T-parameter MoE reasoning model with ~50B params active per token.\n\nIt’s trained with a long-CoT SFT phase, a verifiable-rewards reasoning RL phase, then a general RLHF phase, and introduces three pieces that make trillion-scale RL actually run:\n\n- IcePop to stabilize updates\n\n- C3PO++ to keep GPUs busy under a token budget\n\n- ASystem to unify high-throughput RL stack\n\nOn benchmarks, it leads open weights on AIME-25, HMMT-25, ARC-AGI-1, LiveCodeBench, CodeForces, and ArenaHard v2.\n\nIt reaches silver-medal level on IMO-2025 using only natural-language reasoning.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"cme295.stanford.edu/syllabus/","expanded_url":"https://cme295.stanford.edu/syllabus/","url":"https://t.co/lpD2idL5co","indices":[311,334]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981030346037612847","view_count":42839,"bookmark_count":964,"created_at":1761149414000,"favorite_count":873,"quote_count":1,"reply_count":8,"retweet_count":153,"user_id_str":"3448284313","conversation_id_str":"1981030346037612847","full_text":"🎓Stanford CME295 Transformers & LLMs\n\nNice to see the new release of this new course on Transformers and LLMs.\n\nGreat way to catch up on the world of LLMs and AI Agents.\n\nIncludes topics like the basics of attention, mixture-of-experts, to agents.\n\nExcited to see more on evals. \n\nFirst lessons available now.\n\nhttps://t.co/lpD2idL5co","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981041821598781673","view_count":1442,"bookmark_count":2,"created_at":1761152150000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981041821598781673","full_text":"Great to see advancements in agentic browsers. \n\nOpenAI Atlas is dope and useful for research.\n\nBut it also reminds me how bad computer-use agents are.\n\nIt sucks at editing and formatting.\n\nWays to go still. Lots of opportunities here for founders.\n\nHave you tried it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[43,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]},{"id_str":"776585502606721024","name":"PyTorch","screen_name":"PyTorch","indices":[17,25]},{"id_str":"14930686","name":"Edward Z. Yang","screen_name":"ezyang","indices":[26,33]},{"id_str":"2786323310","name":"Adam Paszke","screen_name":"apaszke","indices":[34,42]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1981082383894839454","view_count":941,"bookmark_count":1,"created_at":1761161821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981035612540166556","full_text":"@soumithchintala @PyTorch @ezyang @apaszke Damn. I miss PyTorch conferences. Cool crew. :)","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1981035612540166556","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":61896,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981373662524821996","view_count":14664,"bookmark_count":12,"created_at":1761231267000,"favorite_count":35,"quote_count":1,"reply_count":8,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981373662524821996","full_text":"Not sure what's up with ChatGPT lately.\n\nProjects don't work as they used to.\n\nI have moved all my Projects to Claude Code Skills.\n\nNight and day!\n\nSkills give you so much personalization. They can easily be adapted too!\n\nThe Claude team really cooked with this one.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981360482813710384","view_count":22232,"bookmark_count":179,"created_at":1761228125000,"favorite_count":234,"quote_count":6,"reply_count":15,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1981360482813710384","full_text":"Lookahead Routing for LLMs\n\nProposes Lookahead, a routing framework to enable more informed routing without full inference.\n\nAchieves an average performance gain of 7.7% over the state-of-the-art.\n\nHere is why it works:\n\nLookahead is a new framework for routing in multi-LLM systems, deciding which model should handle each query.\n\nKey idea: Instead of routing based only on the input query, Lookahead predicts latent representations of potential responses, giving it a “peek” into what each model would say without fully generating text.\n\nSmarter decisions: This response-aware prediction makes routing more context-sensitive and accurate, especially for open-ended or preference-driven tasks.\n\nEfficient learning: It’s highly data-efficient, reaching full performance with only 16% of training data compared to baselines, and learns better semantic representations for routing.\n\nDual design: Works with both causal and masked LM variants, generalizing across multiple architectures.\n\nPerformance: Outperforms state-of-the-art routing methods across seven benchmarks, with the biggest gains in nuanced, creative tasks.\n\nLookahead shows that adding lightweight generative foresight can make multi-model systems more adaptive and cost-efficient without needing full model inference.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364255564935339","view_count":13294,"bookmark_count":114,"created_at":1761229025000,"favorite_count":152,"quote_count":4,"reply_count":8,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"Builds an OS agent for long-horizon tasks.\n\nUses step-wise RL and self-evolve training to enable the agent to carry out long-horizon interactions.\n\nInstead of one big model doing everything, it uses multiple cooperating agents. One for memory and context, one for breaking down complex tasks, and another to check and fix mistakes along the way.\n\nThis is another great example of deep agents to personalize user-agent interactions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,10],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2178012643","name":"Balaji","screen_name":"balajis","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"balajis","lang":"qme","retweeted":false,"fact_check":null,"id":"1981348724157681903","view_count":527,"bookmark_count":0,"created_at":1761225322000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981343012010799545","full_text":"@balajis 🚀","in_reply_to_user_id_str":"2178012643","in_reply_to_status_id_str":"1981343012010799545","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,91],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","quoted_status_id_str":"1981373662524821996","quoted_status_permalink":{"url":"https://t.co/Rz4pIlMnvJ","expanded":"https://twitter.com/omarsar0/status/1981373662524821996","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1981433340801798335","view_count":8433,"bookmark_count":4,"created_at":1761245496000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1981432799212249119","full_text":"@OpenAI I have given up on Projects. It used to work so well and not sure what has changed:","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1981432799212249119","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.19386","expanded_url":"https://arxiv.org/abs/2510.19386","url":"https://t.co/FAqW4vi39w","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364268147888248","view_count":2746,"bookmark_count":6,"created_at":1761229028000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"https://t.co/FAqW4vi39w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981364255564935339","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":123310,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981798842866557281","view_count":56677,"bookmark_count":291,"created_at":1761332638000,"favorite_count":270,"quote_count":4,"reply_count":23,"retweet_count":23,"user_id_str":"3448284313","conversation_id_str":"1981798842866557281","full_text":"On Skills vs. Subagents\n\nBeen using Skills extensively for the past couple of days.\n\nBut like many other Claude Code users, I've been thinking about the difference between subagents and Skills. \n\nSubagents are useful for handing off subtasks (i.e., separation of concerns) from the main task (e.g., deep research with a planner). \n\nAnd skills are about loading context efficiently with a neat tiered system. \n\nSubagents can also leverage Skills.\n\nAnd I sometimes also use custom commands to orchestrate more complex scenarios. They are all useful features to have. \n\nWho knows? This will probably change again or will be unified into one efficient approach in the near future. \n\nBut one is clear today: planning, orchestrating, and context management are all useful patterns for current LLM-based agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,168],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1981793327956865504","view_count":60156,"bookmark_count":829,"created_at":1761331323000,"favorite_count":624,"quote_count":6,"reply_count":16,"retweet_count":120,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"Fundamentals of Building Autonomous LLM Agents\n\nGreat overview of LLM-based agents.\n\nGreat if you are just getting started with AI agents.\n\nThis covers the basics good. https://t.co/zqWYNKvc4i","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,52],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"221658618","name":"Geoffrey Litt","screen_name":"geoffreylitt","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"geoffreylitt","lang":"en","retweeted":false,"fact_check":null,"id":"1981731826990293142","view_count":671,"bookmark_count":0,"created_at":1761316661000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981720163968749736","full_text":"@geoffreylitt Good take. Roughly how I use AI today.","in_reply_to_user_id_str":"221658618","in_reply_to_status_id_str":"1981720163968749736","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.09244","expanded_url":"https://arxiv.org/abs/2510.09244","url":"https://t.co/BqxCInKwfM","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981793340158034389","view_count":5806,"bookmark_count":60,"created_at":1761331326000,"favorite_count":34,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"https://t.co/BqxCInKwfM","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981793327956865504","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":13170,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,133],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1982463725589168152","view_count":13170,"bookmark_count":45,"created_at":1761491159000,"favorite_count":139,"quote_count":3,"reply_count":17,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1982463725589168152","full_text":"Curious how Kimi CLI will stack up against Claude Code and the like. \n\nI think there is a lot of room for innovation with CLI agents. https://t.co/h6lRvpVbXL","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":84965,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983175377393479759","view_count":18485,"bookmark_count":56,"created_at":1761660830000,"favorite_count":132,"quote_count":6,"reply_count":26,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"Damn it! Now it’s hard to think of building AI agents without access to the filesystem and agentic search.\n\nClaude Code has spoiled me.\n\nBut my agents are so darn better with bash, glob, grep, files, skills, and the like. \n\nMemory, context engineering, evals, etc — all better.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180523473354906","view_count":44828,"bookmark_count":401,"created_at":1761662057000,"favorite_count":391,"quote_count":2,"reply_count":23,"retweet_count":61,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"Microsoft's open-source game is on 🔥!\n\nThey release Agent Lightning to help optimize multi-agent systems.\n\nIt works with popular agent frameworks. Barely any code change needed.\n\nIntegrates algos like RL, Automatic Prompt Optimization, Supervised Fine-tuning, and more. https://t.co/6dbmVQeLYU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983195339382501476","quoted_status_permalink":{"url":"https://t.co/TfSChnt80H","expanded":"https://twitter.com/taranjeetio/status/1983195339382501476","display":"x.com/taranjeetio/st…"},"retweeted":false,"fact_check":null,"id":"1983200901402927115","view_count":16522,"bookmark_count":58,"created_at":1761666915000,"favorite_count":128,"quote_count":0,"reply_count":10,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1983200901402927115","full_text":"Memory for AI agents is a bigger deal than it looks.\n\nHuge congrats to the Mem0 team on their Series A.\n\nI've been building with mem0 for the past couple of months. It's clear this team is building some impressive stuff.\n\nCheck them out if you are an AI dev building agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1882380791751303168","name":"arti","screen_name":"claudeusmaximus","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"claudeusmaximus","lang":"en","retweeted":false,"fact_check":null,"id":"1983186700810760214","view_count":197,"bookmark_count":0,"created_at":1761663529000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@claudeusmaximus i wouldn't throw away vector dbs just yet -- there is a world where both and even emerging search tools exist","in_reply_to_user_id_str":"1882380791751303168","in_reply_to_status_id_str":"1983181568207401040","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1983186373881561446","view_count":170,"bookmark_count":0,"created_at":1761663452000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@iamrobotbear yeah, that would be great","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1983185724716528105","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1534421484546174976","name":"Taranjeet","screen_name":"taranjeetio","indices":[0,12]},{"id_str":"1670746017828859904","name":"mem0","screen_name":"mem0ai","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"taranjeetio","lang":"en","retweeted":false,"fact_check":null,"id":"1983201017601896723","view_count":1255,"bookmark_count":0,"created_at":1761666943000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983195339382501476","full_text":"@taranjeetio @mem0ai Congrats!","in_reply_to_user_id_str":"1534421484546174976","in_reply_to_status_id_str":"1983195339382501476","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/microsoft/agen…","expanded_url":"https://github.com/microsoft/agent-lightning","url":"https://t.co/guN9Q93Uig","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180535943118949","view_count":3508,"bookmark_count":32,"created_at":1761662060000,"favorite_count":35,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"https://t.co/guN9Q93Uig","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983180523473354906","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":70739,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983630211506958699","view_count":14776,"bookmark_count":6,"created_at":1761769271000,"favorite_count":38,"quote_count":3,"reply_count":12,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983630211506958699","full_text":"What happened to AGI?\n\nI don't see anyone mentioning it on my timeline anymore. \n\nApparently, it's now ASI. :)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983637226996298210","view_count":28999,"bookmark_count":172,"created_at":1761770943000,"favorite_count":178,"quote_count":0,"reply_count":18,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1983637226996298210","full_text":"There is so much value in data for training/tuning LLM agents.\n\nBut there aren't too many good public ones.\n\nIf you do find a good one, it's not in a standard format, and tools vary.\n\nAgent Data Protocol attempts to solve this by unifying datasets for fine-tuning LLM agents. https://t.co/pzSkHzoNlT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.24699","expanded_url":"https://arxiv.org/abs/2510.24699","url":"https://t.co/Vqy0hRwKOR","indices":[1530,1553]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983646041850495140","view_count":25802,"bookmark_count":387,"created_at":1761773045000,"favorite_count":343,"quote_count":3,"reply_count":11,"retweet_count":51,"user_id_str":"3448284313","conversation_id_str":"1983646041850495140","full_text":"This is actually a clever context engineering technique for web agents.\n\nIt's called AgentFold, an agent that acts as a self-aware knowledge manager.\n\nIt treats context as a dynamic cognitive workspace by folding information at different scales:\n\n- Light folding: Compressing small details while keeping the important stuff\n\n- Deep folding: Combining multiple steps or tasks into a simplified summary\n\nMore of my notes:\n\n1) Solving context saturation – Traditional ReAct-based web agents accumulate noisy histories, causing context overload, while fixed summarization methods risk irreversible information loss. AgentFold introduces a dynamic folding paradigm that balances detail preservation with efficient compression.\n\n2) Proactive context management – Rather than passively logging history, AgentFold actively manages its workspace through multi-scale folding operations, adapting to task complexity and information density in real-time.\n\n3) Impressive efficiency – AgentFold-30B achieves 36.2% on BrowseComp and 47.3% on BrowseComp-ZH, outperforming dramatically larger open-source models like DeepSeek-V3.1-671B and surpassing proprietary agents like OpenAI's o4-mini.\n\n4) Simple training approach – Achieved through SFT without requiring continual pre-training or RL, making it more accessible for AI practitioners.\n\n5) Significant resource advantage – Achieves competitive performance with 30B parameters versus competitors using 671B+ parameters. Major efficiency gains for web agent development and deployment.\n\nPaper: https://t.co/Vqy0hRwKOR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,94],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2309105822","name":"Eric Jang","screen_name":"ericjang11","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"ericjang11","lang":"en","retweeted":false,"fact_check":null,"id":"1983341537150054546","view_count":614,"bookmark_count":0,"created_at":1761700445000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983257382739390820","full_text":"@ericjang11 So cool to see your years of work come to life like this. What an exciting future.","in_reply_to_user_id_str":"2309105822","in_reply_to_status_id_str":"1983257382739390820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983558992141189401","view_count":3,"bookmark_count":0,"created_at":1761752291000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician in what sense?","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983557629315068111","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"240008974","name":"Greg Kamradt","screen_name":"GregKamradt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"GregKamradt","lang":"en","retweeted":false,"fact_check":null,"id":"1983557531348988200","view_count":124,"bookmark_count":1,"created_at":1761751942000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983186681240174791","full_text":"@GregKamradt I used to do this a lot but now I just switch to plan mode when I don’t want code to be written. And then switch back to auto edits or manually approved edits depending on complexity of task. Shift + Tab does it for me.","in_reply_to_user_id_str":"240008974","in_reply_to_status_id_str":"1983186681240174791","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,18],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1495078042498002950","name":"finbarr","screen_name":"finbarrtimbers","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"finbarrtimbers","lang":"qme","retweeted":false,"fact_check":null,"id":"1983523296873214152","view_count":417,"bookmark_count":0,"created_at":1761743780000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983272290520576182","full_text":"@finbarrtimbers ❤️","in_reply_to_user_id_str":"1495078042498002950","in_reply_to_status_id_str":"1983272290520576182","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983560946405589395","view_count":4,"bookmark_count":0,"created_at":1761752757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician Not sure how others use Claude Code, but I am using both MCP and Skills in all my workflows.","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983559552910966963","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":128299,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892163990843692","view_count":21556,"bookmark_count":239,"created_at":1761831725000,"favorite_count":294,"quote_count":5,"reply_count":11,"retweet_count":54,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Graph-based Agent Planning\n\nIt lets AI agents run multiple tools in parallel to accelerate task completion.\n\nUses graphs to map tool dependencies + RL to learn the best execution order.\n\nRL also helps with scheduling strategies and planning.\n\nMajor speedup for complex tasks. https://t.co/3w5rluxJfm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983662836896448756","quoted_status_permalink":{"url":"https://t.co/fHpZcgxjzl","expanded":"https://twitter.com/cognition/status/1983662836896448756","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1983892272492978178","view_count":7503,"bookmark_count":12,"created_at":1761831751000,"favorite_count":30,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983892272492978178","full_text":"It's pretty exciting to see how fast agentic models are getting. \n\nBesides improved reliability, speed is a must for coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915573215162873","view_count":41421,"bookmark_count":142,"created_at":1761837306000,"favorite_count":320,"quote_count":3,"reply_count":21,"retweet_count":34,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🚀 MiniMax-M2 is the new top-tier open model for agentic workflows and advanced coding.\n\n• #1 Open-source Model & #4 Intelligence (Artificial Analysis)\n• 200k context window (128K max output tokens)\n• ~100 TPS throughput\n• 8% Claude Sonnet price, ~2x faster\n\nMore details: https://t.co/75bNpTJmY4","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983963939646881854","quoted_status_permalink":{"url":"https://t.co/BylacwdRYN","expanded":"https://twitter.com/claudeai/status/1983963939646881854","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1983976239531761888","view_count":38493,"bookmark_count":253,"created_at":1761851770000,"favorite_count":219,"quote_count":1,"reply_count":6,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"This has been one of the most epic uses of Skills.\n\nBuilding, testing, and optimizing MCP tools.\n\nA few of my MCP tools are agent-powered, so I ended up generalizing the skill to optimize agents and context.\n\nWriting, evals, data analysis, most of it moved to Claude Code now. 🚀","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983916779660362154","view_count":3130,"bookmark_count":2,"created_at":1761837594000,"favorite_count":11,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Personally, it's very exciting to see open efforts for models that do well for agentic workflows. \n\nLet me know if you would like to see a guide on this and how I have started to use it for AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915652764332401","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983979069432852744","view_count":3251,"bookmark_count":6,"created_at":1761852445000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983976239531761888","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915592055968239","view_count":1086,"bookmark_count":4,"created_at":1761837311000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🐙 Engineered for Agents & Code\n\n• M2 excels in math, science, and code.\n• #1 Open-source Model & #4 Intelligence (by Artificial Analysis & LMArena)\n• Crushes SWE-Bench + Terminal-Bench.\n• Comparable to top proprietary models in BrowseComp.\n\nPowered by MiniMax’s CISPO scaling algorithm, the technique is highlighted in Meta’s \"Art of Scaling RL Compute.\"","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915573215162873","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,189],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915607608455540","view_count":525,"bookmark_count":2,"created_at":1761837314000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"1️⃣ #1 on OpenRouter's Top Today Chart!\n\nJust a few days after release, it's trending to be the top open-source model in terms of token usage in OpenRouter.\n\nIt's taking off really quickly. https://t.co/MIa57aZyLd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915592055968239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915623181894127","view_count":459,"bookmark_count":1,"created_at":1761837318000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"👨💻 Agentic Intelligence, Simplified\n\nSupports full dev cycles: multi-file edits → run → debug → auto-fix.\n\nM2 enables developers to transition seamlessly from the shell to the browser to MCP tools. Great for agents & long-horizon tasks.\n\nM2 plans, executes, retrieves, and self-corrects autonomously.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915607608455540","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/MiniMax-AI/Min…","expanded_url":"https://github.com/MiniMax-AI/MiniMax-M2","url":"https://t.co/cBgswjsHzG","indices":[250,273]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915635655766483","view_count":977,"bookmark_count":4,"created_at":1761837321000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🧠 Built for Efficiency & Accuracy\n\nBuilt for multi-hop, retrieval-heavy reasoning.\n\nM2 also shows that activation size matters.\n\nIt uses 10B activations, which leads to more responsive agent loops + better unit economics.\n\nMore info in the repo: https://t.co/cBgswjsHzG","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915623181894127","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,250],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/elvism2","expanded_url":"https://bit.ly/elvism2","url":"https://t.co/i0r1R48XXb","indices":[107,130]},{"display_url":"platform.minimax.io/docs/guides/te…","expanded_url":"https://platform.minimax.io/docs/guides/text-generation","url":"https://t.co/YdCOkaAbo2","indices":[138,161]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915652764332401","view_count":3905,"bookmark_count":12,"created_at":1761837325000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Free for all devs, globally via MiniMax Agent and APIs for a limited time.\n\nTry it:\n🔹 MiniMax Agent (Web): https://t.co/i0r1R48XXb\n🔹 API: https://t.co/YdCOkaAbo2\n\nAlso live across Claude Code, Cursor, Cline, Roo Code, Grok CLI, Gemini CLI & more. https://t.co/chVipM5l6O","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915635655766483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,180],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1983976239531761888","url":"https://t.co/O5K64wV3Sg","indices":[157,180]}],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1983976239531761888","quoted_status_permalink":{"url":"https://t.co/O5K64wV3Sg","expanded":"https://x.com/omarsar0/status/1983976239531761888","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1983977067374113202","view_count":1536,"bookmark_count":9,"created_at":1761851968000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983961480254083225","full_text":"@trq212 Actually, the easiest might be Claude Code + Skills. ;)\n\nSkills have allowed me to better package best practices into how I build agentic systems. \n\nhttps://t.co/O5K64wV3Sg","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1983961480254083225","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.25320","expanded_url":"https://arxiv.org/abs/2510.25320","url":"https://t.co/1Zv2ziLTDV","indices":[7,30]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892176892522642","view_count":3223,"bookmark_count":17,"created_at":1761831728000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Paper: https://t.co/1Zv2ziLTDV","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983892163990843692","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","retweeted":false,"fact_check":null,"id":"1983979175020003663","view_count":1234,"bookmark_count":2,"created_at":1761852470000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983963930356752820","full_text":"Thanks for the feature. I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1983963941199102450","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":116607,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983556187632365712","quoted_status_permalink":{"url":"https://t.co/Q5cfxJfnTr","expanded":"https://twitter.com/zeeg/status/1983556187632365712","display":"x.com/zeeg/status/19…"},"retweeted":false,"fact_check":null,"id":"1984069751518515644","view_count":12338,"bookmark_count":19,"created_at":1761874065000,"favorite_count":48,"quote_count":0,"reply_count":6,"retweet_count":6,"user_id_str":"3448284313","conversation_id_str":"1984069751518515644","full_text":"The “MCP is dead” camp is just as clueless as the “RAG is dead” camp.\n\nThey have absolutely no clue what they are talking about.\n\nJust watch what happens in the next couple of weeks in this timeline.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984235423707844958","view_count":37257,"bookmark_count":179,"created_at":1761913564000,"favorite_count":141,"quote_count":0,"reply_count":11,"retweet_count":14,"user_id_str":"3448284313","conversation_id_str":"1984235423707844958","full_text":"Excited to announce our academy's first cohort-based course, Building Effective AI Agents.\n\nThis is the one solution that teaches, end-to-end, how to build, evaluate, and deploy AI agents.\n\nFor 1 month, you'll build with cutting-edge techniques like memory and deep agents. https://t.co/WSHrGS0mnU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984248563711586493","view_count":40089,"bookmark_count":263,"created_at":1761916697000,"favorite_count":442,"quote_count":2,"reply_count":40,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"The more I use Claude Code, the more it makes me believe that I can build whatever I want.\n\nIt coded this little feature flawlessly in one shot.\n\nIt's a luxury feature (I haven't had the time to implement it) that lots of people have been asking for our guides. \n\nShipping soon! https://t.co/qISPApi7lS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1984251183331262739","quoted_status_permalink":{"url":"https://t.co/McUYOwPQJa","expanded":"https://twitter.com/dair_ai/status/1984251183331262739","display":"x.com/dair_ai/status…"},"retweeted":false,"fact_check":null,"id":"1984253171334893809","view_count":7641,"bookmark_count":13,"created_at":1761917796000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984253171334893809","full_text":"One of the many AI-powered tools we are providing to our academy subs. \n\nIt's in beta, but I believe it's already extremely useful to students navigating technical AI courses. \n\nIt can even translate, which is a super boost for some of our learners.\n\nStay tuned for more!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863959670169501696","name":"Kimi.ai","screen_name":"Kimi_Moonshot","indices":[0,14]},{"id_str":"1471128655699062784","name":"Zed","screen_name":"zeddotdev","indices":[15,25]}]},"favorited":false,"in_reply_to_screen_name":"Kimi_Moonshot","lang":"en","retweeted":false,"fact_check":null,"id":"1984251629026308362","view_count":1722,"bookmark_count":0,"created_at":1761917428000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984207733177090274","full_text":"@Kimi_Moonshot @zeddotdev Huge! Congrats, team.","in_reply_to_user_id_str":"1863959670169501696","in_reply_to_status_id_str":"1984207733177090274","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,103],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38821351","name":"Klaas","screen_name":"forgebitz","indices":[0,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}]},"favorited":false,"in_reply_to_screen_name":"forgebitz","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984237838779703623","view_count":1164,"bookmark_count":4,"created_at":1761914140000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984214576033100048","full_text":"@forgebitz Interesting idea. I was thinking of the same lately after seeing this in the Anthropic docs: https://t.co/gAARQYnsOO","in_reply_to_user_id_str":"38821351","in_reply_to_status_id_str":"1984214576033100048","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,204],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","retweeted":false,"fact_check":null,"id":"1984304979671224702","view_count":5995,"bookmark_count":2,"created_at":1761930148000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984304194837528864","full_text":"@OpenAI I really wish Atlas would improve on more advanced browser operations. It can click buttons and do regular browsing, but it gets stuck quite often when it's adding, formatting, or creating things.","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1984304194837528864","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"promptingguide.ai/agents/deep-ag…","expanded_url":"https://www.promptingguide.ai/agents/deep-agents","url":"https://t.co/EP15vqHmOL","indices":[108,131]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984280472365760852","view_count":6547,"bookmark_count":14,"created_at":1761924305000,"favorite_count":19,"quote_count":0,"reply_count":4,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"This is roughly how it would work. You can click on copy markdown or send the guide to ChatGPT or Claude. \n\nhttps://t.co/EP15vqHmOL https://t.co/hUXeh130Du","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984248563711586493","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1984281498057687053","view_count":3350,"bookmark_count":3,"created_at":1761924549000,"favorite_count":11,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"I am pushing out lots of improvements to the guide, including new advanced guides, in the coming weeks. \n\nClaude Code has been instrumental in maintaining this open-source project.\n\nI feel like I can now ship all the luxury features I had in mind for the guide. More soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984280472365760852","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","retweeted":false,"fact_check":null,"id":"1984281863679328336","view_count":504,"bookmark_count":0,"created_at":1761924637000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"@theideogenesis I have been trying it for the past couple of weeks, but it just doesn't stick for some reason.","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1984281595214492083","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":84129,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984641893519839271","view_count":81503,"bookmark_count":449,"created_at":1762010474000,"favorite_count":505,"quote_count":3,"reply_count":32,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"Simplicity is at the heart of great software.\n\nThis is one of the reasons why Claude Code has been sticky for me.\n\nAs a builder, I love planning and brainstorming, and this is now a key focus of Claude Code.\n\nI use Shift + Tab a lot to cycle between brainstorming, planning, and execution.\n\nThis functionality provides the appropriate interface for me to either be very involved or less involved as I please.\n\nThis works particularly well when building out new and complex features or entire new projects.\n\nThis saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that.\n\nI have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed.\n\nVibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1984647765377307081","view_count":923,"bookmark_count":0,"created_at":1762011874000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984645815361814672","full_text":"@OfficialLoganK 💯 vibe coding removes so many barriers","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1984645815361814672","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,80],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1899832852910624768","name":"CrazyAI Tech","screen_name":"CrazyAITech","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"CrazyAITech","lang":"en","retweeted":false,"fact_check":null,"id":"1984645346706747549","view_count":1624,"bookmark_count":1,"created_at":1762011298000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@CrazyAITech there is a good reason why i use it inside the IDE but yeah i agree","in_reply_to_user_id_str":"1899832852910624768","in_reply_to_status_id_str":"1984644313788133486","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1727823147045388288","name":"TrevorPillows","screen_name":"TrevorPillowsSa","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"TrevorPillowsSa","lang":"en","retweeted":false,"fact_check":null,"id":"1984648134706774371","view_count":79,"bookmark_count":0,"created_at":1762011962000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@TrevorPillowsSa it's not only bugs... it's design taste, architecture decisions, and other important decisions","in_reply_to_user_id_str":"1727823147045388288","in_reply_to_status_id_str":"1984647392453673433","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":41668,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985022450606714899","view_count":36665,"bookmark_count":107,"created_at":1762101206000,"favorite_count":127,"quote_count":1,"reply_count":19,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Proactive agents are going to fundamentally change how we interact with software.\n\nTraditional software and UI/UX are about to get a major upgrade.\n\nProactive agents will eliminate broken interfaces.\n\nWe know really well that the way we interact with computers and devices today is broken (including mobile phones), and I believe we might finally be able to fix that.\n\nProactive agents will carry out an insane amount of work for you, and the way we provide them feedback and assess outputs cannot be supported by current interfaces.\n\nCurrent interfaces limit proactive agents.\n\nWe need to reassess how we interact with software, hardware, and digital information. There is a lot of work to do on the research and engineering front. First-principles thinking will thrive here.\n\nThe change is coming whether you like it or not.\n\nI can't wait for the day when I don't have to waste time looking or chatting for information in a million tabs in my browser.\n\nMost of my work already happens in Claude Code. From writing, to evals, to data analysis, to deep research, all the way to coding entire apps and building new experiences for our communities. Coding agents also scale nicely with parallelizing tasks. But that's touching the surface. I believe it's a glimpse of the future that's coming. A new form factor could emerge, too.\n\nI also like using ChatGPT Pulse daily, which is basically a proactive AI looking for what it thinks I will enjoy reading. Not only that, it is also shaping my health habits and how to improve as a person.\n\nProactive agents will be able to work 24 hours a day (all year round), which means more can get done in shorter timelines, leading to significant boosts in productivity across the board.\n\nI know for many, this will feel like a very optimistic view. I, too, will acknowledge the limitations of LLM-based agents. But I am already building personalized proactive agents for the future, and even with its current limitations, it's already enabling and accelerating my impact through various efforts in open-source, consulting, science, and education. I feel like we have built a good foundation to accelerate how much positive impact we can bring to our customers and communities.\n\nThe most exciting change I am witnessing in my life is the balance that this technology brings. I can finally build relentlessly (with AI assistants), take care of my health (and those of my loved ones), and explore new passions. Proactive agents will only accelerate this further.\n\nLots of changes, socially, economically, culturally, and philosophically, will happen. Still thinking deeply about how this changes the way we accelerate humanity. \n\nFeel free to disagree/agree with me. I would love to genuinely hear how others are thinking of a future with abundant AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"GoogleAIStudio","lang":"en","retweeted":false,"fact_check":null,"id":"1985095499926360108","view_count":1428,"bookmark_count":0,"created_at":1762118623000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985095028612698534","full_text":"@GoogleAIStudio Great addition. Thank you!","in_reply_to_user_id_str":"1742923424056713217","in_reply_to_status_id_str":"1985095028612698534","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,286],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3284645496","name":"Md. Mehedi Hasan Rakib","screen_name":"mehedi_u","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"mehedi_u","lang":"en","retweeted":false,"fact_check":null,"id":"1985028498180710883","view_count":282,"bookmark_count":0,"created_at":1762102648000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Great question. That's why I initially started this note on interfaces. I think that's where a lot of innovation needs to happen. I suspect new form factors or changing fundamentally how we interact with AI/software. On the agency part, I think that's where personalization or true understanding of our individual experiences will come into play. I don't think AI is there today. Lots to think about here, but just sharing quick thoughts.","in_reply_to_user_id_str":"3284645496","in_reply_to_status_id_str":"1985027377013961156","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1985023375563981297","view_count":173,"bookmark_count":0,"created_at":1762101427000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@SrinivasValekar One of the areas I am spending a lot of time on recently. So much we can build here.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1985023080251695430","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"102288215","name":"Swayson","screen_name":"Swayson","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Swayson","lang":"en","retweeted":false,"fact_check":null,"id":"1985024481581023458","view_count":123,"bookmark_count":0,"created_at":1762101691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@Swayson I can admit there were issues early on but this has improved with better interfaces and workflows.","in_reply_to_user_id_str":"102288215","in_reply_to_status_id_str":"1985024027010998610","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,185],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4697265492","name":"Ak afridi","screen_name":"afridi_aka1","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"afridi_aka1","lang":"en","retweeted":false,"fact_check":null,"id":"1985029233710678035","view_count":72,"bookmark_count":0,"created_at":1762102824000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@afridi_aka1 I like the mention of intuity here. So much progress on personalization needs to happen. And I think that's the area that we, as a field, have not been able to crack (yet).","in_reply_to_user_id_str":"4697265492","in_reply_to_status_id_str":"1985028663050375633","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,195],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"346640777","name":"Matt Pocock","screen_name":"mattpocockuk","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mattpocockuk","lang":"en","retweeted":false,"fact_check":null,"id":"1985025447625896143","view_count":2925,"bookmark_count":2,"created_at":1762101921000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984971345839439880","full_text":"@mattpocockuk Windsurf takes the crown for me. Haven't had the need to change it since I installed it. I know their team has worked really hard on the tab to complete, and they keep improving it.","in_reply_to_user_id_str":"346640777","in_reply_to_status_id_str":"1984971345839439880","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":78683,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348779193860414","view_count":31167,"bookmark_count":168,"created_at":1762179009000,"favorite_count":150,"quote_count":2,"reply_count":13,"retweet_count":22,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Long-term memory doesn't have to suck!\n\nHere is the problem: even LLMs with 1M token windows struggle substantially as dialogues lengthen.\n\nRaw context capacity alone is insufficient for effective long-term conversational memory.\n\nOn the other hand, hybrid memory approaches work really well on AI agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985358804469284945","view_count":6743,"bookmark_count":10,"created_at":1762181399000,"favorite_count":51,"quote_count":1,"reply_count":7,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985358804469284945","full_text":"Vibe coding is cute, but pair it with intentional development cycles, and watch how far you can take a project with coding agents today.\n\nLearn to code and vibe code. You won't regret it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985353551984427435","view_count":11085,"bookmark_count":75,"created_at":1762180147000,"favorite_count":92,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985353551984427435","full_text":"Cool project showcasing the use of multi-agent systems for scientific research. https://t.co/zTBaYYbrcd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985383441953923221","quoted_status_permalink":{"url":"https://t.co/afIj7eO4Ef","expanded":"https://twitter.com/garrytan/status/1985383441953923221","display":"x.com/garrytan/statu…"},"retweeted":false,"fact_check":null,"id":"1985406276986098174","view_count":22025,"bookmark_count":62,"created_at":1762192718000,"favorite_count":84,"quote_count":1,"reply_count":14,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985406276986098174","full_text":"Mostly agree with this. \n\n\"Write evals\" sounds scary to most people, but it's a stand-out skill for AI agent builders today.\n\nFrom building datasets to verification to understanding how to connect metrics to business value.\n\nEvals are now a requirement in our academy.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348795098673594","view_count":781,"bookmark_count":14,"created_at":1762179013000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"This paper proposes LIGHT, a cognitive-inspired framework that equips LLMs with three complementary memory systems.\n\n(Paper in the last tweet)\n\n- 1) episodic memory - a vector database storing key-value pairs and summaries of dialogue turns for retrieval,\n- 2) working memory - the most recent dialogue pairs, and\n- 3) a scratchpad - an iteratively compressed semantic layer that accumulates salient facts, user instructions, and temporal anchors after each turn.\n\nAt inference time, the LLM generates responses by conditioning on retrieved episodic content, working memory context, and filtered scratchpad entries relevant to the query.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348779193860414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985348807849300249","view_count":2947,"bookmark_count":1,"created_at":1762179016000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Key Results/Insights:\n\nLIGHT consistently outperforms both long-context LLMs and RAG baselines across all conversation lengths, with improvements growing as context increases: +49-60% at 100K-1M tokens, and dramatic +107-156% gains at 10M tokens where no model natively supports full context.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348795098673594","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.27246","expanded_url":"https://arxiv.org/abs/2510.27246","url":"https://t.co/wR2fwdzVoJ","indices":[421,444]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348825197039718","view_count":2942,"bookmark_count":4,"created_at":1762179020000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"The framework shows the largest relative improvements in tasks requiring long-range reasoning: summarization (+160.6%), multi-hop reasoning (+27.2%), and preference following (+76.5%).\n\nAblation studies reveal that all components become increasingly essential as context grows. At 10M tokens, removing any single component causes significant performance drops (retrieval -8.5%, scratchpad -3.7%, noise filtering -8.3%).\n\nhttps://t.co/wR2fwdzVoJ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348807849300249","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"12963432","name":"Armin Ronacher ⇌","screen_name":"mitsuhiko","indices":[0,10]},{"id_str":"1901022787164401666","name":"Amp","screen_name":"AmpCode","indices":[11,19]}]},"favorited":false,"in_reply_to_screen_name":"mitsuhiko","lang":"en","retweeted":false,"fact_check":null,"id":"1985380447614894151","view_count":993,"bookmark_count":0,"created_at":1762186559000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985338965516247395","full_text":"I find this puzzling as well. Like, there are so many ways to use coding agents, and there are even free ones too. \n\nI use coding agents (paid ones) for my side projects, as it also provides a good test bed to gain experience on where to improve my workflows and pushes me to figure out how to ship things faster.","in_reply_to_user_id_str":"12963432","in_reply_to_status_id_str":"1985338965516247395","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":99399,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985745152204554720","view_count":18124,"bookmark_count":215,"created_at":1762273512000,"favorite_count":216,"quote_count":3,"reply_count":12,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1985745152204554720","full_text":"Tools-to-Agent Retrieval\n\nThis work presents a unified vector space embedding of both tools and agents with metadata links.\n\nEnables fine-grained tool-level and agent retrieval.\n\nIt's a great context engineering approach in that it retrieves at both the tool and agent levels using a joint index, returning whichever better matches the query.\n\nIt preserves fine-grained tool details while keeping the agent context intact, avoiding the information loss from collapsing many tools into coarse descriptions.\n\nThis is useful for scaling tools and multi-agent systems.\n\nHuge improvements on LiveMCPBench.\n\nPaper: arxiv. org/abs/2511.01854","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747392558481584","view_count":114,"bookmark_count":4,"created_at":1762274046000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747392558481584","full_text":"Context Engineering 2.0\n\nThis reports discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747789796483109","view_count":79242,"bookmark_count":865,"created_at":1762274141000,"favorite_count":744,"quote_count":9,"reply_count":30,"retweet_count":147,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"Context Engineering 2.0\n\nThis report discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities, so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"974757274206978049","name":"cat","screen_name":"_catwu","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"_catwu","lang":"en","retweeted":false,"fact_check":null,"id":"1985763059403473162","view_count":227,"bookmark_count":0,"created_at":1762277781000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985754411675930775","full_text":"@_catwu Nice. Thanks!","in_reply_to_user_id_str":"974757274206978049","in_reply_to_status_id_str":"1985754411675930775","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,61],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1962061010849697792","name":"Min Chon Chi","screen_name":"MinChonChiSF","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"MinChonChiSF","lang":"en","retweeted":false,"fact_check":null,"id":"1985756195013918736","view_count":1692,"bookmark_count":0,"created_at":1762276145000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"@MinChonChiSF Yeah, that's the part I like about this report.","in_reply_to_user_id_str":"1962061010849697792","in_reply_to_status_id_str":"1985755327250260413","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":208263,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1986099467914023194","view_count":173591,"bookmark_count":2609,"created_at":1762357987000,"favorite_count":1520,"quote_count":11,"reply_count":55,"retweet_count":233,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"Anthropic just posted another banger guide.\n\nThis one is on building more efficient agents to handle more tools and efficient token usage.\n\nThis is a must-read for AI devs!\n\n(bookmark it)\n\nIt helps with three major issues in AI agent tool calling: token costs, latency, and tool composition.\n\nHow? It combines code executions with MCP, where it turns MCP servers into code APIs rather than direct tool calls.\n\nHere is all you need to know:\n\n1. Token Efficiency Problem: Loading all MCP tool definitions upfront and passing intermediate results through the context window creates massive token overhead, sometimes 150,000+ tokens for complex multi-tool workflows.\n\n2. Code-as-API Approach: Instead of direct tool calls, present MCP servers as code APIs (e.g., TypeScript modules) that agents can import and call programmatically, reducing the example workflow from 150k to 2k tokens (98.7% savings).\n\n3. Progressive Tool Discovery: Use filesystem exploration or search_tools functions to load only the tool definitions needed for the current task, rather than loading everything upfront into context. This solves so many context rot and token overload problems.\n\n4. In-Environment Data Processing: Filter, transform, and aggregate data within the code execution environment before passing results to the model. E.g., filter 10,000 spreadsheet rows down to 5 relevant ones.\n\n5. Better Control Flow: Implement loops, conditionals, and error handling with native code constructs rather than chaining individual tool calls through the agent, reducing latency and token consumption.\n\n6. Privacy: Sensitive data can flow through workflows without entering the model's context; only explicitly logged/returned values are visible, with optional automatic PII tokenization.\n\n7. State Persistence: Agents can save intermediate results to files and resume work later, enabling long-running tasks and incremental progress tracking.\n\n8. Reusable Skills: Agents can save working code as reusable functions (with SKILL .MD documentation), building a library of higher-level capabilities over time.\n\nThis approach is complex and it's not perfect, but it should enhance the efficiency and accuracy of your AI agents across the board.\n\nanthropic. com/engineering/code-execution-with-mcp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[136,146]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986118895108002012","view_count":11456,"bookmark_count":36,"created_at":1762362619000,"favorite_count":44,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Confidence is everything when building great software.\n\nLove how Yansu is approaching this.\n\nYansu is a new AI coding platform built by @isoformai for serious and complex software development.\n\nIt puts scenario simulation before coding.\n\nHere is the sauce: https://t.co/GSPmLAr09r","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1985755284527010167","quoted_status_permalink":{"url":"https://t.co/94DayvkGsO","expanded":"https://twitter.com/cognition/status/1985755284527010167","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1986078529641975809","view_count":10506,"bookmark_count":28,"created_at":1762352995000,"favorite_count":61,"quote_count":0,"reply_count":5,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986078529641975809","full_text":"Code understanding is a huge unlock for devs building with coding agents. \n\nWindsurf Codemaps is an exciting feature and a good example of what effective and automatic context engineering looks like.\n\nThis really has the potential to unleash 10x AI engineers. https://t.co/gRkHxdSMmx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2173922899","name":"Shubham Desale","screen_name":"Shubham_dd","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Shubham_dd","lang":"en","retweeted":false,"fact_check":null,"id":"1986140364860805600","view_count":5139,"bookmark_count":0,"created_at":1762367738000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@Shubham_dd Yeah I think I read that too.","in_reply_to_user_id_str":"2173922899","in_reply_to_status_id_str":"1986137343393472532","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"723459461751418880","name":"Adam Dittrich","screen_name":"AdamDittrichOne","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"AdamDittrichOne","lang":"en","retweeted":false,"fact_check":null,"id":"1986181460055728423","view_count":3585,"bookmark_count":0,"created_at":1762377536000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@AdamDittrichOne I am working on some new material to make all of these context engineering approaches and MCP building more accessible. More soon.","in_reply_to_user_id_str":"723459461751418880","in_reply_to_status_id_str":"1986157072690389145","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/491WwY7","expanded_url":"https://bit.ly/491WwY7","url":"https://t.co/tM2N0plpAc","indices":[250,273]}],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[49,59]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986119200822468838","view_count":3986,"bookmark_count":6,"created_at":1762362692000,"favorite_count":18,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Don't just take my word for it.\n\nWith Yansu, the @isoformai team is already helping mid-market enterprise clients cut time to value by 83%.\n\nIt has saved up to $100,000 per project.\n\nAnd even helped teams recover 3-6 months of revenue.\n\nTry it here: https://t.co/tM2N0plpAc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986119188600197486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":142672,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439248745275577","view_count":50988,"bookmark_count":636,"created_at":1762438997000,"favorite_count":429,"quote_count":0,"reply_count":23,"retweet_count":48,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Building MCP tools for LLMs is a standout AI skill today.\n\nI just launched a short, hands-on lab to help everyone build their first MCP server and integrate it with AI tools like ChatGPT and Claude.\n\nAnyone (even non-technical people) will find the lab useful.\n\nWhat you will learn:\n\n- How to index your data into Pinecone (popular vector store)\n- Build an MCP server in n8n on top of the data source\n- Build and connect an agentic search tool that efficiently retrieves data from your Pinecone datasource\n- And connect and test your MCP server and tools inside ChatGPT and Claude\n\nLearn it once and scale it to your projects and any domain.\n\nCertificate of completion available!\n\nFull breakdown, dataset, n8n workflows, and prompts provided in the course. Link in the comments 👇","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986568278605521009","view_count":54689,"bookmark_count":381,"created_at":1762469760000,"favorite_count":391,"quote_count":4,"reply_count":35,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"Claude Code + Bash + Skills is all you need!\n\nJokes aside, after playing around with a couple of computer-using agents, I gave up on them. \n\nThey are heavily optimized for clicking on common buttons and interfaces (e.g., order delivery), but suck at actual creative work like writing, editing, formatting, etc.\n\nI decided to move those workflows to Claude Code + Skills. I wasn't so hopeful because, unlike other tasks, creative tasks benefit from visual cues, hence the strong urge to use computer-using agents. \n\nNight and day! \n\nTurns out Claude Code + bash + Skills is all I needed for the creative work I was trying to get done with computer-use agents for months. \n\nFor some of these creative workflows, it has helped to build small apps to establish visual awareness for both my and CC's context. I guess that's where vibe coding comes into play. \n\nMy Skills use cases continue to grow. I think it has the potential to remain for a very long time. \n\nClaude Code now supports about 80% of all my workflows (from vibe coding to writing to research). And I couldn't be happier and more productive.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEnZB0a","indices":[242,265]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986222200878215332","view_count":14725,"bookmark_count":47,"created_at":1762387249000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"MCP, when used correctly with AI agents, is extremely high-leverage. \n\nTo make MCP more approachable, I just launched our first course on the topic. \n\nAs the name implies, anyone can take and find this short course useful. Check it out here: https://t.co/yMwUEnZB0a","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986099467914023194","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1986222334504558940","view_count":9394,"bookmark_count":8,"created_at":1762387281000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"We are diving deep into MCP in the academy, and we have a huge lineup of content, courses, and tools to learn more advanced MCP design patterns, including the one posted by Anthropic.\n\nWe are just touching the surface of what's possible with MCP and how to leverage it in AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986222200878215332","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1986506193943044222","view_count":4167,"bookmark_count":2,"created_at":1762454958000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1986503927857033453","full_text":"@OfficialLoganK Oh nice! I have cool idea how for how to use this. This is exactly I was looking for today. Video tutorial dropping soon!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1986503927857033453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1986560488164237696","view_count":2413,"bookmark_count":0,"created_at":1762467903000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986503070734557568","full_text":"What a legend! Very fortunate to have crossed paths, even if it lasted a short time. \n\nWhen I think of PyTorch, I think of you.\nThat's how big your impact has been.\n\nI still remember meeting you at the first-ever PyTorch conference and asking for your thoughts on building more educational content around PyTorch. I didn't have the confidence and thought you would see it as a waste of time.\n\nIn fact, you approached me, which was kind of an amazing experience, given that I was just a beginner (foreign PhD student) and had not really gotten into the PyTorch/AI education in depth. That gave me a boost of confidence. \n\nAnd it also told me that PyTorch was a special community. Heck, I even wrote my entire thesis codebase on PyTorch and onboarded 100s of other students to use it, so thank you!\n\nThanks for all the dedication. Very inspiring. \nI am sure you will find something new that continues to keep you on the edge. 👏","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1986503070734557568","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEo08PI","indices":[18,41]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439260736811422","view_count":4097,"bookmark_count":37,"created_at":1762439000000,"favorite_count":22,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Get started here: https://t.co/yMwUEo08PI","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986439248745275577","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1177948663022325760","name":"Seth Hobson","screen_name":"TraderAegis","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"TraderAegis","lang":"en","retweeted":false,"fact_check":null,"id":"1986579464738738609","view_count":792,"bookmark_count":0,"created_at":1762472427000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"@TraderAegis I haven’t had the time to bundle things into plugins yet but will be exploring in the coming days.","in_reply_to_user_id_str":"1177948663022325760","in_reply_to_status_id_str":"1986573040432410957","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,88],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1725136792347688960","name":"Eddie Otudor","screen_name":"eddieabasi","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"eddieabasi","lang":"en","retweeted":false,"fact_check":null,"id":"1986428393169031448","view_count":1407,"bookmark_count":0,"created_at":1762436409000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@eddieabasi I don’t think so. I think it is a case of not engineering enough around MCP.","in_reply_to_user_id_str":"1725136792347688960","in_reply_to_status_id_str":"1986423755154071604","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":29348,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986831275144138756","view_count":29348,"bookmark_count":312,"created_at":1762532464000,"favorite_count":327,"quote_count":5,"reply_count":18,"retweet_count":50,"user_id_str":"3448284313","conversation_id_str":"1986831275144138756","full_text":"Unlocking the Power of Multi-Agent LLM for Reasoning\n\nDesigning and optimizing multi-agent systems is important.\n\nThis paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.\n\nThey find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.\n\nThis is something that happens very often and that you might not want in your design.\n\nTo address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.\n\nExperiments show that this framework mitigates the lazy‐agent issue and improves performance.\n\nWhy you should care:\n\n1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.\n\n2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.\n\n3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.\n\n4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.\n\nPaper: arxiv. org/abs/2511.02303","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":163112,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987167737639325886","view_count":163112,"bookmark_count":3358,"created_at":1762612683000,"favorite_count":1796,"quote_count":7,"reply_count":39,"retweet_count":251,"user_id_str":"3448284313","conversation_id_str":"1987167737639325886","full_text":"The most effective AI Agents are built on these core ideas.\n\nIt's what powers Claude Code.\n\nIt's referred to as the Claude Agent SDK Loop, which is an agent framework to build all kinds of AI agents.\n\n(bookmark it)\n\nThe loop involves three steps:\n\nGathering Context: Use subagents (parallelize them for task efficiency when possible), compact/maintain context, and leverage agentic/semantic search for retrieving relevant context for the AI agent. Hybrid search approaches work really well for domains like agentic coding.\n\nTaking Action: Leverage tools, prebuilt MCP servers, bash/scripts (Skills have made it a lot easier), and generate code to take action and retrieve important feedback/context for the AI agent. Turns out you can also enhance MCP and token usage through code execution and routing, similar to how LLM routing increases efficiency in AI Agents.\n\nVerifying Output: You can define rules to verify outputs, enable visual feedback (this becomes increasingly important in multimodal problems), and consider LLM-as-a-Judge to verify quality based on fuzzy rules. Some problems will require visual cues and other forms of input to perform well. Don't overcomplicate the workflow (eg, use computer-using agents when a simple Skill with clever scripts will do).\n\nThis is a clean, flexible, and solid framework for how to build and work with AI agents in all kinds of domains.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":246592,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987536982776676651","view_count":226184,"bookmark_count":1287,"created_at":1762700718000,"favorite_count":1919,"quote_count":7,"reply_count":78,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"Kimi K2 Thinking is a bigger deal than I thought!\n\nI just ran a quick eval on a deep agent I built for customer support.\n\nIt's on par with GPT-5; no other LLM has reached this level of agentic, orchestration, and reasoning capabilities.\n\nHuge for agentic and reasoning tasks. https://t.co/tW3BYThgPf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/deep-a…","expanded_url":"https://dair-ai.thinkific.com/courses/deep-ai-agents","url":"https://t.co/uJYiLObMGc","indices":[124,147]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987565901407805710","view_count":8641,"bookmark_count":26,"created_at":1762707612000,"favorite_count":34,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I will be sharing more on model comparisons, insights, and results in my upcoming cohort for building effective AI Agents.\n\nhttps://t.co/uJYiLObMGc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987536982776676651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1987567082150547532","view_count":1077,"bookmark_count":1,"created_at":1762707894000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@SrinivasValekar this test was on a customer support agentic system, but i think the agent coding use case will be interesting too. on it","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1987539306987360651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,290],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"246702792","name":"Marko","screen_name":"markojak_","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"markojak_","lang":"en","retweeted":false,"fact_check":null,"id":"1987566536198848969","view_count":2799,"bookmark_count":0,"created_at":1762707764000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I think most of what we teach can be transferred easily into other frameworks. In my experience, when teaching this stuff, the framework shouldn't matter. I try to focus on the framework and systematic approach, as there are so many great frameworks out there. But I am currently working on the AI SDK and will start doing some live build sessions on it soon.","in_reply_to_user_id_str":"246702792","in_reply_to_status_id_str":"1987565408883196229","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1744438366811164673","name":"JK","screen_name":"_junaidkhalid1","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"_junaidkhalid1","lang":"en","retweeted":false,"fact_check":null,"id":"1987566609750253770","view_count":2598,"bookmark_count":1,"created_at":1762707781000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@_junaidkhalid1 evals, evals, evals","in_reply_to_user_id_str":"1744438366811164673","in_reply_to_status_id_str":"1987551740607308248","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823754079761522690","name":"AKHIL","screen_name":"Akhi_l__","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"Akhi_l__","lang":"en","retweeted":false,"fact_check":null,"id":"1987566777082012049","view_count":1107,"bookmark_count":0,"created_at":1762707821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@Akhi_l__ error was from another model","in_reply_to_user_id_str":"1823754079761522690","in_reply_to_status_id_str":"1987564515471630339","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1258411122203308035","name":"🐈qeel🍉","screen_name":"catqeel","indices":[0,8]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}]},"favorited":false,"in_reply_to_screen_name":"catqeel","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987576099325280621","view_count":1761,"bookmark_count":2,"created_at":1762710044000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I was actually doing that today. Not getting the same results, but I am not sure if these are comparable. \n\nI think the ability to perform 200-300 sequential tool calls (without human interference) might be contributing to the great results I am getting. Will dig further in the coming days.","in_reply_to_user_id_str":"1258411122203308035","in_reply_to_status_id_str":"1987573529886527629","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1748708055951568896","name":"devloper harsh","screen_name":"devloper_hs","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"devloper_hs","lang":"en","retweeted":false,"fact_check":null,"id":"1987570639579042125","view_count":1424,"bookmark_count":1,"created_at":1762708742000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@devloper_hs Was using the one from OpenRouter","in_reply_to_user_id_str":"1748708055951568896","in_reply_to_status_id_str":"1987569297192038856","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"10667972","name":"Rhys","screen_name":"RhysSullivan","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"RhysSullivan","lang":"en","retweeted":false,"fact_check":null,"id":"1987567893689839635","view_count":1001,"bookmark_count":0,"created_at":1762708087000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987448208277320003","full_text":"Looks cool. This reminds me of one of my favorite new additions to Claude Code - questions pop up to get clarifications during planning, where I often just select from the multiple choice options. On rare occasions, I need to ask it to do something different. I like the interface a lot.","in_reply_to_user_id_str":"10667972","in_reply_to_status_id_str":"1987448208277320003","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":101323,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987900645031252298","view_count":48850,"bookmark_count":324,"created_at":1762787421000,"favorite_count":261,"quote_count":1,"reply_count":28,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"This is a wild use case!\n\nI used Gamma + n8n to automatically generate a complete presentation on AI Agents research.\n\nIn just minutes!\n\nIt combines web search (for research), GPT-5 (narrative), and Gamma (for slide content generation).\n\nFull workflow breakdown below 👇 https://t.co/4J9zM8tpuA","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987536982776676651","quoted_status_permalink":{"url":"https://t.co/QFXmcoq6Z2","expanded":"https://twitter.com/omarsar0/status/1987536982776676651","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987912692099682399","view_count":32080,"bookmark_count":169,"created_at":1762790294000,"favorite_count":330,"quote_count":0,"reply_count":26,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1987912692099682399","full_text":"It turns out that Kimi K2 Thinking is also a beast at deep research. \n\nIt can run 200-300 tool requests for impressive multi-agent capabilities. \n\nWould you like to see a code example of it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1987900645031252298?s=20","url":"https://t.co/NTHpDarleD","indices":[94,117]}],"user_mentions":[{"id_str":"1319250540480598026","name":"Grant Lee","screen_name":"thisisgrantlee","indices":[0,15]},{"id_str":"1142210344678379520","name":"Sarah Wang","screen_name":"sarahdingwang","indices":[16,30]},{"id_str":"64844802","name":"a16z","screen_name":"a16z","indices":[31,36]}]},"favorited":false,"in_reply_to_screen_name":"thisisgrantlee","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1987900645031252298","quoted_status_permalink":{"url":"https://t.co/NTHpDarleD","expanded":"https://x.com/omarsar0/status/1987900645031252298?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987905623204233270","view_count":4174,"bookmark_count":14,"created_at":1762788608000,"favorite_count":22,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987880600661889356","full_text":"@thisisgrantlee @sarahdingwang @a16z Gamma is awesome! Thanks for allowing me to test it out. https://t.co/NTHpDarleD","in_reply_to_user_id_str":"1319250540480598026","in_reply_to_status_id_str":"1987880600661889356","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900657161117831","view_count":1100,"bookmark_count":1,"created_at":1762787424000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"1/ THE PROBLEM:\n\nCreating visual content is time-consuming. Research takes hours. Writing requires deep focus. Design demands specialized skills.\n\nWhat if AI could handle the entire pipeline?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900645031252298","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900669051998301","view_count":1031,"bookmark_count":1,"created_at":1762787427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"2/ THE SOLUTION:\n\nAn n8n workflow that orchestrates Tavily for web research, GPT-5 for storytelling, Gamma for visual generation, and Google Sheets for tracking.\n\nYou provide a topic and audience. The system outputs a LinkedIn-ready carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900657161117831","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900680959611015","view_count":965,"bookmark_count":1,"created_at":1762787430000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"3/ ARCHITECTURE:\n\nThe n8n workflow starts with form input, then searches the web using Tavily, generates a narrative with GPT-5, and creates visuals through the Gamma API.\n\nEach step feeds into the next, creating a seamless pipeline from raw research to a polished presentation.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900669051998301","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900692703666435","view_count":849,"bookmark_count":1,"created_at":1762787433000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"4/ WEB RESEARCH AND NARRATIVE GENERATION\n\nTavily handles the research part.\n\nGPT-5 handles the narrative.\n\nAnd Gamma makes the magic happen -- it creates a professional and polished carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900680959611015","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900704707813453","view_count":782,"bookmark_count":1,"created_at":1762787436000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"5/ VISUAL GENERATION\n\nGamma API takes the narrative and generates a scroll-friendly carousel with engaging headlines, professional design, and relevant imagery using Imagen 4 Pro.\n\nIt specifies 10 cards in social format with custom instructions tailored to your target platform.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900692703666435","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900716623736849","view_count":787,"bookmark_count":1,"created_at":1762787438000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"6/ WORKFLOW BENEFITS:\n\nTime goes from hours to minutes.\n\nQuality remains high with researched content and visual polish. You can also refine everything in the Gamma UI.\n\nPerfect for content creators and technical communicators who need to scale their output.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900704707813453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900728527253601","view_count":3764,"bookmark_count":1,"created_at":1762787441000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"7/ USE CASES:\n\nThis workflow is perfect for daily research summaries, weekly newsletters, community content, marketing materials, and educational content.\n\nIt targets visual learners who consume content efficiently and need professional-looking presentations quickly.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900716623736849","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900740401352832","view_count":6941,"bookmark_count":4,"created_at":1762787444000,"favorite_count":9,"quote_count":0,"reply_count":48,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"8/ GIVEAWAY\n\nI am sharing the full n8n workflow JSON and video walkthrough.\n\nComment Gamma & I’ll DM it to you.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900728527253601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":319460,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[253,262]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988236096195776683","view_count":87384,"bookmark_count":758,"created_at":1762867399000,"favorite_count":697,"quote_count":1,"reply_count":45,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"Hey, AI Devs!\n\nDon't sleep on the new Gemini File Search API!\n\nFeels like the easiest way to build agentic RAG systems.\n\nI built a little MCP server to analyze codebases with semantic search (Gemini File Search) & agentic search.\n\nFun chatting with @karpathy's nanochat project. https://t.co/cZfXdL6Us0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1988269255604007275","view_count":130026,"bookmark_count":2021,"created_at":1762875305000,"favorite_count":1472,"quote_count":6,"reply_count":64,"retweet_count":138,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"This simple Claude Code hack has reduced token usage by ~90%.\n\nIt adopts the \"Code Execution with MCP\" concept published by Anthropic.\n\nRemove preloaded MCP tools from context and use Python to execute tools via bash instead.\n\nBTW, this can be optimized much further.\n\nInsane! https://t.co/17j2dN6oor","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276885722460207","view_count":13185,"bookmark_count":77,"created_at":1762877124000,"favorite_count":95,"quote_count":0,"reply_count":9,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"ElevenLabs just released Scribe v2 Realtime — their fastest, most accurate real-time Speech-to-Text model.\n\nUltra-low latency, streaming support, and 90 languages.\n\nI use their API, and believe this is huge for building live voice agents and personal AI assistants.\n\nMore below: https://t.co/VLKsSQgF7U","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,121],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[87,102]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988237435671556505","view_count":3771,"bookmark_count":4,"created_at":1762867718000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy The best part is that at this moment, you only pay for indexing. \n\nThanks to @OfficialLoganK and team for this. https://t.co/bW7XahaEzU","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988236096195776683","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988270477005967417","view_count":11052,"bookmark_count":8,"created_at":1762875596000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"For this test, I used a prebuilt py script, but ultimately, what I want is for the agent (in this case, Claude Code) to generate whatever code it needs to execute the right sequence of tools. The best part is that we avoid context bloat. It keeps CC more focused on what matters.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988271135054536967","view_count":11340,"bookmark_count":6,"created_at":1762875753000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"I also tested with a setup where the MCP server runs in another agent environment, like Gemini CLI or Codex. \n\nAgain, it keeps Claude Code (the main coding agent I use) more focused and offloads MCP-related tasks to Codex via Bash. The bad part is that Codex can be too verbose (ie, thinking) and that takes up the context window in CC.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988270477005967417","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988238506070581265","view_count":4124,"bookmark_count":6,"created_at":1762867974000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK I also like the logs view in Google AI Studio. I show it towards the end of the clip. \n\nIt gives me a good understanding of what happened on each request. \n\nWorking on something to let folks try it out. https://t.co/KjFspmemsD","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988237435671556505","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988239178165879189","view_count":3929,"bookmark_count":3,"created_at":1762868134000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK As for the agent orchestration that's powering the MCP server, I am using the AI SDK v6 for the agentic loop. \n\nIt allows both semantic search via Gemini's File Search and keyword search over files. \n\nI am finding that having both forms of search makes it more robust.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988238506070581265","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,148],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988242251894444146","view_count":5730,"bookmark_count":2,"created_at":1762868867000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK The inspiration behind the MCP server is that I want to be able to use it everywhere -- Claude, ChatGPT, Claude Code, etc.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988239178165879189","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,306],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988244779029692491","view_count":6160,"bookmark_count":7,"created_at":1762869469000,"favorite_count":9,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"It's crazy to me how tedious it can be to build a RAG system today.\n\nAll the setup required for it is insane.\n\nThis File Search API simplifies everything. Now I can focus on the agent harness and context engineering that takes a bit of time to get right, but is important for user experience.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988242251894444146","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988250127635521667","view_count":955,"bookmark_count":0,"created_at":1762870744000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy In my todo already. :)","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988249861406498994","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988261355762139157","view_count":803,"bookmark_count":1,"created_at":1762873421000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy I will share more on this soon. The MCP stuff was just an easy way to showcase the File Search API at work, but there are actually many new implementation details I have baked into the MCP component.","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988260490057830774","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,299],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70540032","name":"Ilyas Iqbal","screen_name":"ilyasiqbal","indices":[0,11]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[12,21]}]},"favorited":false,"in_reply_to_screen_name":"ilyasiqbal","lang":"en","retweeted":false,"fact_check":null,"id":"1988241656420639194","view_count":604,"bookmark_count":0,"created_at":1762868725000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@ilyasiqbal @karpathy For now, it's super basic. Just a system prompt to encourage using both semantic search + keyword search over codebases. I am interested in exploring where one is better than the other and when both are helpful. So far, for larger codebases, it's great to have semantic search.","in_reply_to_user_id_str":"70540032","in_reply_to_status_id_str":"1988237339240362466","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1767299461561122816","name":"Hashgraph Online DAO","screen_name":"HashgraphOnline","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"HashgraphOnline","lang":"en","retweeted":false,"fact_check":null,"id":"1988241100964851974","view_count":598,"bookmark_count":0,"created_at":1762868592000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@HashgraphOnline @karpathy It works great on large codebases. More efficient than regular keyword/grep search. For now, I am using simple similarity metrics, but this can be tuned further.\n\nI combine both semantic + keyword search. It's working great so far. More testing is required.","in_reply_to_user_id_str":"1767299461561122816","in_reply_to_status_id_str":"1988239673718698142","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2185373790","name":"El Controlador de Obra","screen_name":"control_de_obra","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"control_de_obra","lang":"en","retweeted":false,"fact_check":null,"id":"1988250265053466986","view_count":401,"bookmark_count":0,"created_at":1762870777000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@control_de_obra @karpathy Too complicated.","in_reply_to_user_id_str":"2185373790","in_reply_to_status_id_str":"1988248797508497876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/app/speech-to-…","expanded_url":"https://elevenlabs.io/app/speech-to-text","url":"https://t.co/pZvBD99yGQ","indices":[100,123]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276960083263894","view_count":2286,"bookmark_count":6,"created_at":1762877142000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Enterprise-ready out of the box:\n\n✓ SOC 2, PCI, HIPAA compliant\n✓ EU data residency\n\nTry it today → https://t.co/pZvBD99yGQ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276947353530395","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276904332570974","view_count":255,"bookmark_count":2,"created_at":1762877129000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Real-time performance that actually works:\n\n• Partial transcriptions in milliseconds\n• Stream audio chunks\n• Multiple formats: PCM (8-48kHz) + µ-law\n• WER of 5-10% in English and major EU languages\n\nEarly tests show it outperforms Deepgram and AssemblyAI. https://t.co/erT6Wl60II","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276885722460207","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276916772892725","view_count":388,"bookmark_count":0,"created_at":1762877132000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Scribe v2 Realtime is designed for builders:\n\n• Voice Activity Detection for automatic speech segmentation\n• Manual commit control for full transcript precision\n• Speaker diarization via manual commit (auto diarization coming)\n• Stream as you capture — no buffering delays","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276904332570974","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276928651088191","view_count":411,"bookmark_count":2,"created_at":1762877134000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Why this matters for AI agents:\n\nReal-time STT is the bottleneck in conversational AI. Most models optimize for accuracy OR speed.\n\nScribe v2 Realtime achieves low latency, high accuracy, and cost-efficient inference.\n\nPerfect for live agents, call centers, and meeting assistants.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276916772892725","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,227],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/docs/capabilit…","expanded_url":"https://elevenlabs.io/docs/capabilities/speech-to-text","url":"https://t.co/6adJhOQsmm","indices":[204,227]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276947353530395","view_count":3623,"bookmark_count":3,"created_at":1762877139000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Currently in alpha and available via API (scribe_v2_realtime).\n\nIf you're building voice-driven AI apps, this is the model to test.\n\nIntegration into ElevenLabs Agents is coming soon.\n\nDocs + API access: https://t.co/6adJhOQsmm https://t.co/9E28h9leZK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276928651088191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/ai-age…","expanded_url":"https://dair-ai.thinkific.com/courses/ai-agents-workshops","url":"https://t.co/64C8UmZq7j","indices":[206,229]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988271772328755464","view_count":12579,"bookmark_count":19,"created_at":1762875905000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"Will share more of my findings as I keep experimenting and finding more optimal setups with my coding agents. \n\nI am also sharing more details of these findings in my live workshops for my academy members: https://t.co/64C8UmZq7j\n\nStay tuned!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271135054536967","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276682931720593","view_count":9946,"bookmark_count":10,"created_at":1762877076000,"favorite_count":19,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"BTW, something you may have noticed from my timeline recently is an increase in experiments and tools I am able to build.\n\nThis is months of tuning Claude Code with proper Skills, subagents, and MCP tools that help with optimizing workflows, code understanding, and code execution.\n\nAnd I feel like this is just touching the surface. Claude Code finally feels like a truly intelligent coding assistant.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271772328755464","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600322117714722816","name":"Jason Byteforge","screen_name":"jmazzahacks","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"jmazzahacks","lang":"en","retweeted":false,"fact_check":null,"id":"1988335256001540306","view_count":3784,"bookmark_count":0,"created_at":1762891041000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@jmazzahacks Sure you can build MCP servers like that. But the point here is that you don’t preload MCP tools to the client which in this case is Claude Code. This saves a lot on token usage.","in_reply_to_user_id_str":"1600322117714722816","in_reply_to_status_id_str":"1988334402523570658","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1988330118474068186","view_count":568,"bookmark_count":0,"created_at":1762889816000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988324110762734054","full_text":"@realmadhuguru 💯 so much opportunity here. I think the same applies to research. It’s about asking good research questions.","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1988324110762734054","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,92],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtu.be/-nbHJzLpt18","expanded_url":"https://youtu.be/-nbHJzLpt18","url":"https://t.co/DpFM0NM2JS","indices":[69,92]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988256041184670091","view_count":5558,"bookmark_count":12,"created_at":1762872154000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"If you haven't received it, find the full video + n8n workflow here: https://t.co/DpFM0NM2JS","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900740401352832","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":82734,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,283],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988304740460183739","quoted_status_permalink":{"url":"https://t.co/yXa38AGq7h","expanded":"https://twitter.com/RickLamers/status/1988304740460183739","display":"x.com/RickLamers/sta…"},"retweeted":false,"fact_check":null,"id":"1988610595793612894","view_count":24771,"bookmark_count":124,"created_at":1762956687000,"favorite_count":152,"quote_count":1,"reply_count":6,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1988610595793612894","full_text":"I use Claude Code + Skills to optimize my MCP tool prompts.\n\nClaude Code is great at optimizing with the right context, tools, logs, filesystem,...\n\nStarting to think there'll be no need for fancy algos, they just get generated on the fly, powered by code generation & execution.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988606978541920307","view_count":40692,"bookmark_count":327,"created_at":1762955824000,"favorite_count":435,"quote_count":4,"reply_count":29,"retweet_count":76,"user_id_str":"3448284313","conversation_id_str":"1988606978541920307","full_text":"We are just scratching the surface of using AI for major discoveries.\n\nAnd no, LLMs are not dead.\n\nAlphaResearch tackles a fundamental challenge: can LLMs discover truly novel algorithms that push beyond existing human knowledge?\n\nPrevious approaches like AlphaEvolve rely solely on code execution (technically correct but potentially uninteresting solutions), while pure idea-generation systems produce creative concepts that may be computationally infeasible.\n\nAlphaResearch solves this by combining execution-based verification with a reward model (AlphaResearch-RM-7B) trained on 24K ICLR peer-review records, creating a \"dual research environment\" that ensures both feasibility and innovation.\n\nOn the circle-packing problem, it discovered an algorithm achieving 2.939 total radii (n=32), surpassing the best human solution (2.936) and AlphaEvolve (2.937).\n\nIt might not look like a big deal, but this demonstrates the potential of LLMs that can autonomously produce genuinely novel, state-of-the-art algorithms.\n\nThis is significant because it shows AI can actively advance the frontiers of human research, not just reproduce existing knowledge.\n\narxiv. org/abs/2511.08522","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988626951011971521","view_count":7368,"bookmark_count":5,"created_at":1762960586000,"favorite_count":51,"quote_count":1,"reply_count":9,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1988626951011971521","full_text":"The best part I like about Claude Code today is this.\n\nI don't have to wait for fancy new features.\n\nIn its current state, it already allows me to build whatever I want. Hope this essence is kept.\n\nResearch, optimization, evals, writing, coding, and the list goes on and on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1681349314797240320","name":"OpenRouter","screen_name":"OpenRouterAI","indices":[0,13]},{"id_str":"1449556875213684740","name":"Apple Lamps","screen_name":"lamps_apple","indices":[14,26]}]},"favorited":false,"in_reply_to_screen_name":"OpenRouterAI","lang":"en","retweeted":false,"fact_check":null,"id":"1988611415347957782","view_count":79,"bookmark_count":1,"created_at":1762956882000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988609657758490908","full_text":"@OpenRouterAI @lamps_apple that's fire!","in_reply_to_user_id_str":"1681349314797240320","in_reply_to_status_id_str":"1988609657758490908","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988614109605044614","view_count":5481,"bookmark_count":6,"created_at":1762957525000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"People were asking how the diagram was created. It's a mermaid sequence diagram, which either Windsurf or Claude Code can generate the first draft. Labels are a bit tricky for LLMs, but you can manually revise and tune them. It's not perfect, but these can take a bit of time if you try creating them from scratch.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"473037001","name":"David Stevens","screen_name":"stevewdavens","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"stevewdavens","lang":"en","retweeted":false,"fact_check":null,"id":"1988647295345463371","view_count":1286,"bookmark_count":0,"created_at":1762965437000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@stevewdavens Full-time CLI user now. :)","in_reply_to_user_id_str":"473037001","in_reply_to_status_id_str":"1988645638092083647","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980333288951803905","name":"John Krakov","screen_name":"JohnKrakbtc","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JohnKrakbtc","lang":"en","retweeted":false,"fact_check":null,"id":"1988610925193294336","view_count":1336,"bookmark_count":0,"created_at":1762956765000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@JohnKrakbtc Just started to play around with the idea. Will be sharing any findings around these other issues.","in_reply_to_user_id_str":"1980333288951803905","in_reply_to_status_id_str":"1988608860324823494","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1191207924","name":"Erik Bernhardsson","screen_name":"bernhardsson","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"bernhardsson","lang":"en","retweeted":false,"fact_check":null,"id":"1988663775403340187","view_count":518,"bookmark_count":0,"created_at":1762969366000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988647374605131837","full_text":"@bernhardsson Lots of ways to innovate in this space.","in_reply_to_user_id_str":"1191207924","in_reply_to_status_id_str":"1988647374605131837","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"911297187664949248","name":"Jeff Dean","screen_name":"JeffDean","indices":[0,9]},{"id_str":"796092645193846784","name":"Waymo","screen_name":"Waymo","indices":[10,16]}]},"favorited":false,"in_reply_to_screen_name":"JeffDean","lang":"en","retweeted":false,"fact_check":null,"id":"1988691441414205622","view_count":1137,"bookmark_count":0,"created_at":1762975962000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988674389773357077","full_text":"@JeffDean @Waymo That awesome!","in_reply_to_user_id_str":"911297187664949248","in_reply_to_status_id_str":"1988674389773357077","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1571915464854409216","name":"Eden Yav","screen_name":"yavnun","indices":[0,7]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[8,17]}]},"favorited":false,"in_reply_to_screen_name":"yavnun","lang":"en","retweeted":false,"fact_check":null,"id":"1988665646280999132","view_count":66,"bookmark_count":0,"created_at":1762969812000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@yavnun @karpathy I am just leveraging Gemini for the Gemini File Search stuff. I built the agentic part with AI SDK so I can use any of the models they support.","in_reply_to_user_id_str":"1571915464854409216","in_reply_to_status_id_str":"1988664712264048915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":99088,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[0,264],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988974710592516454","view_count":53372,"bookmark_count":410,"created_at":1763043499000,"favorite_count":553,"quote_count":3,"reply_count":26,"retweet_count":55,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"Kimi K2 Thinking is impressive.\n\nSo I built a multi-agent deep researcher, Kimi Deep Researcher.\n\nIt generates long research reports on any topic, powered by subagents (web searcher, analyzer, and synthesizer).\n\nIt can do 100s of tool calls per session. Repo soon! https://t.co/A8dDswq77M","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989075862793449566","view_count":1186,"bookmark_count":24,"created_at":1763067615000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989075862793449566","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989081828678893837","view_count":41095,"bookmark_count":919,"created_at":1763069037000,"favorite_count":529,"quote_count":1,"reply_count":13,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989081828678893837","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\n(bookmark it)\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980945337327255552","name":"Tammy Sun","screen_name":"sun_tammy2025","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"sun_tammy2025","lang":"en","retweeted":false,"fact_check":null,"id":"1988986995301826826","view_count":306,"bookmark_count":0,"created_at":1763046427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@sun_tammy2025 Yes, I am working on a few more tests and cleaning up the code a bit. It's basically built on the idea of deep agents (orchestrator + subagents) like Claude Code, but for deep research.","in_reply_to_user_id_str":"1980945337327255552","in_reply_to_status_id_str":"1988986160987927036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"463176938","name":"John Baker","screen_name":"select_asterisk","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"select_asterisk","lang":"en","retweeted":false,"fact_check":null,"id":"1989029229833367851","view_count":214,"bookmark_count":0,"created_at":1763056497000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@select_asterisk it's leveraging openrouter but i will be testing what's possible on local","in_reply_to_user_id_str":"463176938","in_reply_to_status_id_str":"1989008096019247414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1371117855626956809","name":"Tim Smykov","screen_name":"timsmykov","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"timsmykov","lang":"en","retweeted":false,"fact_check":null,"id":"1988986064309018723","view_count":383,"bookmark_count":0,"created_at":1763046205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"It can support a bigger number of sequential tool calls which makes it ideal for long form generation like the deep research use case. I am barely scratching the surface with the current project. I feel like I can push this in many directions to improve research and report writing.","in_reply_to_user_id_str":"1371117855626956809","in_reply_to_status_id_str":"1988984255922467291","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989064442097856560","view_count":1825,"bookmark_count":0,"created_at":1763064892000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"For clarity, this whole project is built from scratch (i.e., no agent framework). I am using OpenRouter for access to the model. I haven't tested a local setup but it should be easy to get it to work like that.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988974710592516454","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,24],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54059018","name":"Xaumre","screen_name":"xaumre","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xaumre","lang":"en","retweeted":false,"fact_check":null,"id":"1989048053706494332","view_count":112,"bookmark_count":0,"created_at":1763060985000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@xaumre All from scratch","in_reply_to_user_id_str":"54059018","in_reply_to_status_id_str":"1989046485850186041","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"59803156","name":"Mehreen Omer","screen_name":"mehreen_omer","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mehreen_omer","lang":"en","retweeted":false,"fact_check":null,"id":"1988974390105825329","view_count":595,"bookmark_count":0,"created_at":1763043422000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@mehreen_omer Depends on the set up you are using. I can use either sub-agents, skills, or commands in Claude Code for control.","in_reply_to_user_id_str":"59803156","in_reply_to_status_id_str":"1988962094725886204","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":211423,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989350215175020682","view_count":60601,"bookmark_count":470,"created_at":1763133026000,"favorite_count":367,"quote_count":2,"reply_count":28,"retweet_count":26,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Finally solved my newsletter overload.\n\nI built my own Pulse feature for Claude Code.\n\nIt's a little / command that connects to a proactive agent (built with Claude Agent SDK) that works 24/7 to find breaking AI research.\n\nBetter than any newsletter and even my For You tab. https://t.co/abal4Q20Ms","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989368259817439576","view_count":35923,"bookmark_count":576,"created_at":1763137328000,"favorite_count":572,"quote_count":4,"reply_count":28,"retweet_count":119,"user_id_str":"3448284313","conversation_id_str":"1989368259817439576","full_text":"Efficient Self-Improving Agent Systems\n\nAgentEvolver lets AI agents improve themselves instead of requiring manual prompt tuning.\n\nThey use three core mechanisms: self-questioning, self-navigating, and self-attributing.\n\nAgents evaluate their own work, spot failures, and write better instructions for themselves.\n\nThis leads to a self-improvement loop capable of running without human oversight.\n\nShows better performance across benchmarks with less manual work.\n\nThis could change how we build production AI systems; agents that actually adapt on their own.\n\nAgentEvolver introduces a paradigm shift in how we build AI agents: instead of manually tuning prompts and instructions, the system enables agents to autonomously refine themselves through iterative self-assessment loops.\n\nThe framework works by having agents evaluate their own performance on tasks, identify where they failed or underperformed, and then generate improved behavioral instructions for the next iteration.\n\nThis creates a continuous evolution cycle where feedback from task execution directly enhances decision-making strategies without human intervention.\n\nThe results are impressive.\n\nAgents using this approach show measurable performance gains across diverse benchmarks compared to static configurations, all while reducing the overhead of constant manual optimization.\n\nIt's a promising step toward truly adaptive AI systems that can evolve their capabilities autonomously, transforming how we develop and deploy production agents.\n\nPaper: arxiv. org/abs/2511.10395","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989412054281982254","view_count":56499,"bookmark_count":551,"created_at":1763147769000,"favorite_count":639,"quote_count":3,"reply_count":26,"retweet_count":56,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Kimi Deep Research keeps getting better!\n\nI've been tuning it with one of my Claude Code skills. \n\nThe quality of the deep research reports Kimi K2 Thinking can generate is insane!\n\nJust look at the clip example.\n\nMore things to tune, but this is crazy good already. https://t.co/AZSpNoh905","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[31,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"50090898","name":"Google for Developers","screen_name":"googledevs","indices":[0,11]},{"id_str":"3167734591","name":"Visual Studio Code","screen_name":"code","indices":[12,17]},{"id_str":"923010104479252480","name":"Colaboratory","screen_name":"GoogleColab","indices":[18,30]}]},"favorited":false,"in_reply_to_screen_name":"googledevs","lang":"qme","retweeted":false,"fact_check":null,"id":"1989309219011531146","view_count":773,"bookmark_count":0,"created_at":1763123252000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989033099737407820","full_text":"@googledevs @code @GoogleColab 🚀","in_reply_to_user_id_str":"50090898","in_reply_to_status_id_str":"1989033099737407820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,30],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"601736770","name":"Aurimas Griciūnas","screen_name":"Aurimas_Gr","indices":[0,11]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}]},"favorited":false,"in_reply_to_screen_name":"Aurimas_Gr","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989442337391464687","view_count":412,"bookmark_count":1,"created_at":1763154989000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988972296262869238","full_text":"@Aurimas_Gr Important context: https://t.co/IiRieq0QSn","in_reply_to_user_id_str":"601736770","in_reply_to_status_id_str":"1988972296262869238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989415125678522788","view_count":3123,"bookmark_count":2,"created_at":1763148502000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There is a ton of good info in that generated report.\n\nHonestly, I had no expectations when I started to build this project from scratch. But I did have a bit of hope given the sequential tool calling capabilities of Kimi K2 Thinking.\n\nIt really unlocks advanced applications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989412054281982254","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[74,97]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989416139034956272","view_count":6052,"bookmark_count":8,"created_at":1763148743000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"You can see an example of reports generated by the previous version here: https://t.co/TByHsEEn3w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989415125678522788","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989417433245925645","view_count":7117,"bookmark_count":9,"created_at":1763149052000,"favorite_count":17,"quote_count":1,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Sidenote: I am just amazed by how effective Claude Code, in combination with skills, is at optimizing agentic workflows. It depends on the context, so give it the right logs and test scripts with bash and ask away. I am optimizing all my agents this way now. No more fancy tools, just decent code execution and clear specifications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989416139034956272","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989423185201160205","view_count":8989,"bookmark_count":2,"created_at":1763150423000,"favorite_count":11,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"As I was working with Claude Code to optimize this, it analyzed the last report generated, and it was super impressed with the length and quality. Its grade was A+, but obviously, it got too enthusiastic about it. The thing is, it has the logs/previous reports, and it can use them to compare and align with what I want.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989417433245925645","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1815114135325286400","name":"Envolate Industries","screen_name":"envolate","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"envolate","lang":"en","retweeted":false,"fact_check":null,"id":"1989413925373579486","view_count":846,"bookmark_count":0,"created_at":1763148215000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@envolate That's the vision here! :)","in_reply_to_user_id_str":"1815114135325286400","in_reply_to_status_id_str":"1989413448678265273","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1989417433245925645?s=20","url":"https://t.co/0Cp33Kkk5q","indices":[39,62]}],"user_mentions":[{"id_str":"3421446634","name":"Someguy","screen_name":"s0meguy1","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"s0meguy1","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1989417433245925645","quoted_status_permalink":{"url":"https://t.co/0Cp33Kkk5q","expanded":"https://x.com/omarsar0/status/1989417433245925645?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989417631137603664","view_count":576,"bookmark_count":2,"created_at":1763149099000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@s0meguy1 Just commented on that here: https://t.co/0Cp33Kkk5q","in_reply_to_user_id_str":"3421446634","in_reply_to_status_id_str":"1989416735301407166","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,244],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[221,244]}],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989413812852892008","view_count":854,"bookmark_count":4,"created_at":1763148189000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@theideogenesis It's based on an orchestrator + subagent framework I built from scratch. \n\nBut it's possible because of the sequential tool calling capabilities of Kimi K2 Thinking.\n\nI think people are sleeping on this.\n\nhttps://t.co/TByHsEEn3w","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1989412777640038523","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1989417949615321412","view_count":510,"bookmark_count":1,"created_at":1763149175000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@iamrobotbear work hard on it. lots of stuff happening in parallel but i will be sharing here once it's ready","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1989417654357299343","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"704057981952983044","name":"Margot Barault","screen_name":"MargotBarault","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"MargotBarault","lang":"en","retweeted":false,"fact_check":null,"id":"1989419846422196419","view_count":371,"bookmark_count":0,"created_at":1763149627000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@MargotBarault It's time to build! :)","in_reply_to_user_id_str":"704057981952983044","in_reply_to_status_id_str":"1989419644558741673","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1729788380152811520","name":"Orks AI","screen_name":"OrcsSandHive","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"OrcsSandHive","lang":"en","retweeted":false,"fact_check":null,"id":"1989442544351182939","view_count":280,"bookmark_count":0,"created_at":1763155039000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@OrcsSandHive what feels limited?","in_reply_to_user_id_str":"1729788380152811520","in_reply_to_status_id_str":"1989442329363587357","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823912294814007296","name":"JDizzy of course","screen_name":"the_real_jdizzy","indices":[0,16]},{"id_str":"889050642903293953","name":"DAIR.AI","screen_name":"dair_ai","indices":[17,25]}]},"favorited":false,"in_reply_to_screen_name":"the_real_jdizzy","lang":"en","retweeted":false,"fact_check":null,"id":"1989420334974734696","view_count":295,"bookmark_count":0,"created_at":1763149744000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@the_real_jdizzy @dair_ai Definitely good for being cheaper and faster, but to declare SOTA, I would have to run proper benchmarking. I am qualifying based on all these deep research solutions I have used, and I would rank the outputs in the top 3 as is. It's hard to get deep research results.","in_reply_to_user_id_str":"1823912294814007296","in_reply_to_status_id_str":"1989418835334894035","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989350228366155787","view_count":2914,"bookmark_count":5,"created_at":1763133029000,"favorite_count":16,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"It's blazing fast! The / command talks to my agent for already-generated reports.\n\nIt is fully customizable via endpoints.\n\nI can add and tune my preferences based on feedback.\n\nIt adapts to my evolving interests with its agentic capabilities.\n\nProactive agents are the future!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989352006885240898","view_count":2875,"bookmark_count":14,"created_at":1763133453000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"This is literally what my / command contains. \n\nThe real magic happens in that server that's powered by proactive agents (built with Claude Agent SDK).\n\nIt has memory, schedules to find new and relevant research, and saves them so that I can access them via /pulse. https://t.co/qybpn1vYJN","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350228366155787","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353046808396055","view_count":2943,"bookmark_count":2,"created_at":1763133701000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Just asking Claude Code to search/fetch papers from the web doesn't work. \n\nI built that little server because it tracks my new interests, preferences, and so on. It's running 24/7.\n\nAnd it's highly specialized to pull gems. \n\nIt's a great use case for the Claude Agent SDK.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989352006885240898","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353667137581431","view_count":3497,"bookmark_count":1,"created_at":1763133849000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I tried ChatGPT Pulse for months, and it doesn't work the way I want it.\n\nI think for these new AI experiences, personalization is key. Not sure ChatGPT is built for that now.\n\nAnd personalization has to be intuitive and seamless. I prefer what've built here. More updates soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353046808396055","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989356800869806359","view_count":4129,"bookmark_count":1,"created_at":1763134596000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I am fascinated by the new experiences that will emerge from all these new AI tools. \n\nI think the exploration space here is huge. \n\nI use the browser less now. 90%+ of my work now happens in the terminal.\n\nIf you can vibe code properly, you will be unstoppable.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353667137581431","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989362940244574426","view_count":6203,"bookmark_count":9,"created_at":1763136060000,"favorite_count":17,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"The curation capabilities of the agent are insanely good. \n\nCrazy because it can be optimized further.\n\nLike, I would probably never find these research papers/reports myself. \n\nThis is extremely exciting for me as a researcher. https://t.co/AENO8Tm3mZ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989356800869806359","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989375641699938523","view_count":4160,"bookmark_count":5,"created_at":1763139088000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"One lesson I have learned from building these personal projects is that today's AI models are so powerful to the point where you can reverse engineer any functionality these big LLM players are pushing out. This will only keep getting easier. I am going all in on building my own tools.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989362940244574426","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1989420978234171867","view_count":796,"bookmark_count":1,"created_at":1763149897000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@trq212 I figured there are many ways to do this, so I am playing around with the idea a bit more to see how I might share it for others to try. Concept is super green still. :)\n\nI saw your proactive agent post, and it inspired my curiosity.","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1989418623400907098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3005395139","name":"Mantas","screen_name":"stnkvcs","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"stnkvcs","lang":"en","retweeted":false,"fact_check":null,"id":"1989387137385410703","view_count":615,"bookmark_count":0,"created_at":1763141829000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Great question. I have been trying different schedules that optimize results, like every hour or something like that. I am actually using haiku-4.5 for this, so I can save on API calls. Indeed, the more it's used, the more expensive it can get. I have been doing a bit of context engineering to make it less costly than it currently is.","in_reply_to_user_id_str":"3005395139","in_reply_to_status_id_str":"1989383819150139818","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"80782442","name":"Senthil","screen_name":"vmsenthilkumar","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"vmsenthilkumar","lang":"en","retweeted":false,"fact_check":null,"id":"1989368050060292421","view_count":70,"bookmark_count":0,"created_at":1763137278000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@vmsenthilkumar I built a little external server with the core functionalities needed for the personalization.","in_reply_to_user_id_str":"80782442","in_reply_to_status_id_str":"1989364786732367914","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":100695,"startTime":1763164800000,"endTime":1763251200000,"tweets":[{"bookmarked":false,"display_text_range":[0,180],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689354789556479","view_count":83362,"bookmark_count":1225,"created_at":1763213883000,"favorite_count":688,"quote_count":4,"reply_count":16,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"Another banger by Google!\n\nIt's a new technical guide on how to deploy, scale, and productionize AI Agents.\n\n(bookmark it)\n\nLove the emphasis of CI/CD and the Agent2Agent protocol. https://t.co/ubU9xlQPLJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"kaggle.com/whitepaper-pro…","expanded_url":"https://www.kaggle.com/whitepaper-prototype-to-production","url":"https://t.co/8xnZzIAOy8","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689367108149595","view_count":8239,"bookmark_count":88,"created_at":1763213886000,"favorite_count":39,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"https://t.co/8xnZzIAOy8","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989689354789556479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,81],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1989493287498256456","view_count":274,"bookmark_count":0,"created_at":1763167137000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@SrinivasValekar I have other plans at the moment but this is really early still.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1989488207671796086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[105,128]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989812809312735291","view_count":4367,"bookmark_count":18,"created_at":1763243317000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Due to popular demand, I will be showcasing some of these workflows in my new Claude Code live training: https://t.co/ZDTOIyJ950\n\nWhether you are technical or non-technical, there are so many ways you can leverage Claude Code. \n\nSeats are limited!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[159,182]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989813668272574614","view_count":4453,"bookmark_count":13,"created_at":1763243522000,"favorite_count":7,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There were some really good questions on how I leveraged Claude Code to build out this project. I will be discussing that in detail in my new live training: \n\nhttps://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989423185201160205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]},{"label":"2025-11-18","value":96319,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990420550808735838","view_count":742,"bookmark_count":1,"created_at":1763388214000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990420550808735838","full_text":"\"Time to build\" will make so much more sense to more people in the coming weeks than it has in prior weeks.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441561637957797","view_count":56795,"bookmark_count":461,"created_at":1763393223000,"favorite_count":406,"quote_count":3,"reply_count":17,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Introducing Claude Code for Everyone!\n\nEveryone should learn to use coding agents.\n\nIt doesn't matter if you are technical or non-technical.\n\nIf you are not using tools like Claude Code, you are missing out on some of the best tools and experience AI agents have to offer. https://t.co/CD7QeCwoqn","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990512531132350847","view_count":14498,"bookmark_count":145,"created_at":1763410144000,"favorite_count":146,"quote_count":2,"reply_count":12,"retweet_count":24,"user_id_str":"3448284313","conversation_id_str":"1990512531132350847","full_text":"With the right agent design pattern, you can build insane applications today.\n\nSciAgent is a multi-agent framework for tackling complex scientific reasoning across physics, chemistry, and math.\n\n(bookmark it)\n\nInstead of relying on a single monolithic model, it orchestrates specialized agents that each handle different aspects of problem-solving.\n\nThe system decomposes hard problems into manageable subtasks: analysis, domain-specific reasoning, verification, and cross-domain integration.\n\nIt was benchmarked on olympiad-level problems (International Physics & Chemistry Olympiads) and outperforms single-model baselines.\n\nThe key insight: agent composition beats end-to-end learning for specialized domains.\n\nThis architecture pattern shows how to build systems that generalize across multiple scientific disciplines.\n\nPaper: arxiv. org/abs/2511.08151","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2511.11287","expanded_url":"https://arxiv.org/abs/2511.11287","url":"https://t.co/JSv5BoBFoJ","indices":[1087,1110]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990532662881313096","view_count":13908,"bookmark_count":150,"created_at":1763414943000,"favorite_count":175,"quote_count":1,"reply_count":14,"retweet_count":36,"user_id_str":"3448284313","conversation_id_str":"1990532662881313096","full_text":"The web is broken for AI agents.\n\nNot because agents aren't smart enough.\n\nIt's because the web wasn't designed for them.\n\nEvery interaction is a puzzle. Parse raw HTML. Reverse-engineer buttons. Guess what's clickable.\n\nThis makes agents brittle, inefficient, and insecure.\n\nThis new research paper introduces VOIX, a framework where websites tell agents exactly what they can do.\n\nNo more guessing. No more parsing. Pure declaration.\n\nTwo new HTML elements are introduced: <tool> and <context>.\n\n<tool> exposes actions. Click here. Input this. Select that. With parameters and validation.\n\n<context> explains the state. Where you are. What's possible. Why it matters.\n\nThink of it as an API layer baked into web pages.\n\nThey evaluated using an 11-day developer study. SUS score: 72.5/100, which is above the acceptable threshold.\n\nExciting progress on agentic web! It's an interesting paradigm shift to address the issues agents have when interacting with the web.\n\nFrom agents parsing HTML to websites declaring intent. From agent-agnostic design to agent-aware architecture.\n\nPaper: https://t.co/JSv5BoBFoJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,45],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1990419923911209298","view_count":677,"bookmark_count":0,"created_at":1763388064000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990272740012777475","full_text":"@OfficialLoganK that's going to be something!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990272740012777475","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1990441574212440168","view_count":3609,"bookmark_count":2,"created_at":1763393226000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Based on popular demand, I am excited to announce my brand new live cohort-based training on Claude Code for Everyone.\n\nExcited to finally get to share all the cool ways we have been using Claude Code to improve AI workflows, agents, and AI apps.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441561637957797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[165,188]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441586061451607","view_count":3584,"bookmark_count":6,"created_at":1763393229000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Don't miss this chance to learn everything you need to know about building with Claude Code.\n\nSeats are limited!\n\nPrices will go up in the next cohort.\n\nEnroll now: https://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441574212440168","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768597724660895744","name":"Methkal","screen_name":"meth_kh","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"meth_kh","lang":"en","retweeted":false,"fact_check":null,"id":"1990444335054393512","view_count":518,"bookmark_count":0,"created_at":1763393884000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@meth_kh I will focus on projects and all the tactics we have learned on how to effectively use Claude Code.","in_reply_to_user_id_str":"768597724660895744","in_reply_to_status_id_str":"1990442296114827731","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"15026770","name":"Christopher","screen_name":"communicating","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"communicating","lang":"en","retweeted":false,"fact_check":null,"id":"1990484101535793634","view_count":406,"bookmark_count":0,"created_at":1763403365000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@communicating It is a separate course and not part of the subscription. It has its own price. The link I shared would be right place to send anyone who is interested in learning about Claude Code. :)","in_reply_to_user_id_str":"15026770","in_reply_to_status_id_str":"1990452576928874508","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[6,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"676573","name":"tobi lutke","screen_name":"tobi","indices":[0,5]}]},"favorited":false,"in_reply_to_screen_name":"tobi","lang":"en","retweeted":false,"fact_check":null,"id":"1990533241452069353","view_count":1582,"bookmark_count":1,"created_at":1763415081000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990525664513175585","full_text":"@tobi I absolutely dislike the current form of these AI notetakers. So disruptive to learners and human participants. They have some applications, but I think we can build better ones.","in_reply_to_user_id_str":"676573","in_reply_to_status_id_str":"1990525664513175585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":101547,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990794651608219727","view_count":12177,"bookmark_count":164,"created_at":1763477406000,"favorite_count":179,"quote_count":2,"reply_count":12,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1990794651608219727","full_text":"Open-source research agents have been lagging behind proprietary systems like OpenAI's Deep Research.\n\nThe gap has been frustrating for developers who want powerful, deep research agents without vendor lock-in.\n\nI've been building my own called Kimi Deep Researcher.\n\nSimilarly, this new work introduces MiroThinker, a framework that closes this performance gap through systematic optimization.\n\nThe key insight? Performance isn't just about model size.\n\nMiroThinker uses three complementary scaling strategies.\n\nModel scaling: Leveraging larger base models up to 72B parameters.\n\nContext scaling: Expanding reasoning space and information retrieval capabilities. With a 256K context window, it can perform up to 600 tool calls per task!\n\nThis enables sustained multi-turn reasoning and complex real-world research workflows.\n\nInteractive scaling: Incorporating human feedback and iterative refinement loops.\n\nEach dimension adds independent performance gains.\n\nThe results are compelling. The 72B variant demonstrates competitive performance with proprietary agents like GPT-5 and Claude 4.5.\n\nValidated across multiple benchmarks: GAIA, HotpotQA, and MuSiQue.\n\nWhy this matters for developers: You don't need to wait for new model releases to improve agent reasoning.\n\nThe modular approach means you can adopt scaling dimensions independently based on your constraints.\n\nOpen-source agents can now compete with proprietary systems through principled optimization.\n\nThis democratizes access to advanced AI reasoning capabilities.\n\nPaper: arxiv. org/abs/2511.11793","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990815581017145479","view_count":9610,"bookmark_count":22,"created_at":1763482396000,"favorite_count":71,"quote_count":0,"reply_count":7,"retweet_count":11,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 is here!\n\nThe most exciting part of this model is the long horizon planning capabilities.\n\nThis is going to unlock complex agentic applications, the likes of which we have never seen.\n\nVibe coding insane applications in one shot, proactive agents that expand our knowledge at unprecedented rates, and agents that lead to major scientific discoveries.\n\nIt's really on!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,237],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990822776198828498","view_count":13445,"bookmark_count":34,"created_at":1763484112000,"favorite_count":97,"quote_count":0,"reply_count":2,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1990822776198828498","full_text":"This is a fun little app created by Gemini 3.\n\nIt shows the spatial reasoning capabilities.\n\nThis could be huge for apps that leverage computer-using agents. \n\nAnd of course, unlocking new ways to interact with computers. Exciting stuff! https://t.co/gBO2Xk7uIB","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990826875816481127","view_count":37186,"bookmark_count":106,"created_at":1763485089000,"favorite_count":293,"quote_count":0,"reply_count":21,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"Google wasn't playing with this Gemini 3 launch!\n\nThey are going for everything.\n\nJust tested out their Antigravity agentic development platform, and it's really fun. \n\nJust helped my son build a quick physics simulator. https://t.co/1p5TeM2R1J","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990875929720070280","view_count":11660,"bookmark_count":39,"created_at":1763496784000,"favorite_count":80,"quote_count":0,"reply_count":27,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1990875929720070280","full_text":"Okay, this is just insane!\n\nJust vibe-coded this AI-powered website designer in MINUTES using Gemini 3.\n\nI am not great at design. I can now collaborate with AI to generate and iterate on designs.\n\nSelecting elements to iterate on and viewing them in different modes also works. https://t.co/GYzMzXL1gX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,13],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1086145626633494528","name":"Varun Mohan","screen_name":"_mohansolo","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"_mohansolo","lang":"qme","retweeted":false,"fact_check":null,"id":"1990589110973849960","view_count":2783,"bookmark_count":0,"created_at":1763428402000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990521386935464099","full_text":"@_mohansolo 🔥","in_reply_to_user_id_str":"1086145626633494528","in_reply_to_status_id_str":"1990521386935464099","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[32,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]},{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[16,31]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"und","retweeted":false,"fact_check":null,"id":"1990813421319635244","view_count":2260,"bookmark_count":0,"created_at":1763481881000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813077172822143","full_text":"@OfficialLoganK @GoogleAIStudio LFG!!!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990813077172822143","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,77],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990816381252546618","view_count":1969,"bookmark_count":2,"created_at":1763482587000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Not to mention that the results on all these other benchmarks are impressive. https://t.co/Yb0D314xyR","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990815581017145479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,55],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990818244312052036","view_count":2255,"bookmark_count":2,"created_at":1763483031000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 Pro's agentic coding capabilities look insane. https://t.co/fIA5IqlMNw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990816381252546618","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,89],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990823592657891612","view_count":1341,"bookmark_count":0,"created_at":1763484306000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"And where do we even start with Gemini 3 Deep Think?\n\nThat ARC-AGI-2 performance is nuts! https://t.co/1XMIFHjxAB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990818244312052036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1990818341859061760","view_count":134,"bookmark_count":0,"created_at":1763483054000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"@realmadhuguru on it :)","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1990816967201050710","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4939401","name":"Patrick Collison","screen_name":"patrickc","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"patrickc","lang":"en","retweeted":false,"fact_check":null,"id":"1990828162482065834","view_count":639,"bookmark_count":0,"created_at":1763485396000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813146987311446","full_text":"@patrickc That is cool!","in_reply_to_user_id_str":"4939401","in_reply_to_status_id_str":"1990813146987311446","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14130366","name":"Sundar Pichai","screen_name":"sundarpichai","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"sundarpichai","lang":"en","retweeted":false,"fact_check":null,"id":"1990854555362312425","view_count":1474,"bookmark_count":0,"created_at":1763491688000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990850427164979318","full_text":"@sundarpichai Keep it coming! :)","in_reply_to_user_id_str":"14130366","in_reply_to_status_id_str":"1990850427164979318","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1990877387836334251","view_count":2108,"bookmark_count":0,"created_at":1763497132000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990861380740591621","full_text":"@soumithchintala Excited for you, Soumith!","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1990861380740591621","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990847529919910063","view_count":2506,"bookmark_count":2,"created_at":1763490013000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"I love this way of testing and debugging apps with the integrated browser preview. The agent can navigate the app and test features, catch bugs, and fix on the go. https://t.co/42c51Vo2hf","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990826875816481127","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}]},"interactions":{"users":[{"created_at":1542043689000,"uid":"1062034323249881088","id":"1062034323249881088","screen_name":"codewithimanshu","name":"Himanshu Kumar","friends_count":328,"followers_count":23752,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1736815259951017986/Hyit0PGJ_normal.jpg","description":"Daily posts on AI , Tech, Programing, Tools, Jobs, and Trends | 500k+ (LinkedIn, IG, X) Collabs- abrojackhimanshu@gmail.com","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"linktr.ee/codewithimansh…","expanded_url":"https://linktr.ee/codewithimanshu.in","url":"https://t.co/dt6KPRmVjm","indices":[0,23]}]}},"interactions":12},{"created_at":1732186883000,"uid":"1859552616469995521","id":"1859552616469995521","screen_name":"synergyahmadd","name":"Ahmad | CRO","friends_count":459,"followers_count":311,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1915694657503133696/w0M7-EJP_normal.jpg","description":"Helping SaaS founders improve conversions at every stage, from website clicks to sales calls. \n\nDM me \"AUDIT\" and I will do a free conversion audit of your SaaS","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"synergyconversions.com","expanded_url":"https://synergyconversions.com/","url":"https://t.co/vIK6r9i8vi","indices":[0,23]}]}},"interactions":9},{"created_at":1753524702000,"uid":"1949049858683445248","id":"1949049858683445248","screen_name":"devmuradahmed","name":"Murad Ahmed","friends_count":412,"followers_count":953,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1964741419962441729/LWlgwJpj_normal.jpg","description":"Full Stack Dev | .NET | Angular | Building AI-powered Second Brain | Where your thoughts find the perfect place | https://t.co/AFkpntm4Gf","entities":{"description":{"urls":[{"display_url":"thinkncache.me","expanded_url":"http://thinkncache.me","url":"https://t.co/AFkpntm4Gf","indices":[114,137]}]},"url":{"urls":[{"display_url":"thinkncache.me","expanded_url":"http://thinkncache.me","url":"https://t.co/AFkpntm4Gf","indices":[0,23]}]}},"interactions":7},{"created_at":1247249149000,"uid":"55624792","id":"55624792","screen_name":"bhoffman1us","name":"Bruce Hoffman / skibah.eth","friends_count":4685,"followers_count":804,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1626624156833030145/3Z3KOvNz_normal.png","description":"Blockchain, Web 3, DAO, DAPP, AI Strategy, AI Data Ethics, Startups Talks about #dapp, #ai4good, #blockchain, #dataproducts, and #productmanagement","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"metadoc.ai","expanded_url":"https://www.metadoc.ai","url":"https://t.co/BQIjgSlyLE","indices":[0,23]}]}},"interactions":6},{"created_at":1360526617000,"uid":"1166878802","id":"1166878802","screen_name":"Beareka","name":"Sinuhet","friends_count":316,"followers_count":86,"profile_image_url_https":"https://pbs.twimg.com/profile_images/3235753634/1d2cc7722793745eac1796255e8491a4_normal.png","description":"","entities":{"description":{"urls":[]}},"interactions":5},{"created_at":1353878563000,"uid":"970812776","id":"970812776","screen_name":"jasonth0","name":"jason","friends_count":784,"followers_count":1278,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1887688877944852480/4RUt19Lf_normal.jpg","description":"👽","entities":{"description":{"urls":[]}},"interactions":4},{"created_at":1423144858000,"uid":"3010277461","id":"3010277461","screen_name":"SrinivasValekar","name":"Srinivas","friends_count":332,"followers_count":413,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1809124286449528832/zk5P_Vdf_normal.jpg","description":"I am a coder but learning marketting and documenting my findings","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"srinivas-valekar.beehiiv.com/subscribe","expanded_url":"https://srinivas-valekar.beehiiv.com/subscribe","url":"https://t.co/MdhM66IzlH","indices":[0,23]}]}},"interactions":4},{"created_at":1756626782000,"uid":"1962061010849697792","id":"1962061010849697792","screen_name":"MinChonChiSF","name":"Min Chon Chi","friends_count":67,"followers_count":124,"profile_image_url_https":"https://abs.twimg.com/sticky/default_profile_images/default_profile_normal.png","description":"","entities":{"description":{"urls":[]}},"interactions":4},{"created_at":1738861766000,"uid":"1887549038792245248","id":"1887549038792245248","screen_name":"jenslon_","name":"AI/ACC","friends_count":72,"followers_count":101,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1974090222603313152/6wNw6EM9_normal.jpg","description":"Machines, rise","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"o-mega.ai","expanded_url":"https://o-mega.ai","url":"https://o-mega.ai","indices":[0,23]}]}},"interactions":4},{"created_at":1698575456000,"uid":"1718576015801204736","id":"1718576015801204736","screen_name":"saen_dev","name":"saen","friends_count":209,"followers_count":238,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1988189504339857408/tL0J9YTk_normal.jpg","description":"Automating the boring stuff and sharing the insights","entities":{"description":{"urls":[]}},"interactions":4},{"created_at":1251763033000,"uid":"70540032","id":"70540032","screen_name":"ilyasiqbal","name":"Ilyas Iqbal","friends_count":684,"followers_count":1312,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1863680915123101696/qNBeL-QN_normal.jpg","description":"CEO & Co-founder @Inventegy AI - Building AI Products for Business Growth & Professional Efficiency - https://t.co/HIZbcEIj4P","entities":{"description":{"urls":[{"display_url":"inventegy.com","expanded_url":"https://inventegy.com","url":"https://t.co/HIZbcEIj4P","indices":[102,125]}]},"url":{"urls":[{"display_url":"ilyasiqbal.com","expanded_url":"https://ilyasiqbal.com","url":"https://t.co/KL48r4wPqf","indices":[0,23]}]}},"interactions":3},{"created_at":1327419479000,"uid":"473037001","id":"473037001","screen_name":"stevewdavens","name":"David Stevens","friends_count":1056,"followers_count":425,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1306204625612275713/YLuKrnK-_normal.jpg","description":"Head of AI working in behavioral health. I enjoy starting and growing software startups, 0-1 but also work in scale ups.","entities":{"description":{"urls":[]}},"interactions":3},{"created_at":1394118386000,"uid":"2375497154","id":"2375497154","screen_name":"JustinWKong","name":"Justin","friends_count":296,"followers_count":266,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1788392290282803200/W9yylYBT_normal.jpg","description":"Building AI products | https://t.co/1VsNkGF7m3 | https://t.co/sKJzsbZRsx","entities":{"description":{"urls":[{"display_url":"rysa.ai","expanded_url":"http://rysa.ai","url":"https://t.co/1VsNkGF7m3","indices":[23,46]},{"display_url":"waveon.io","expanded_url":"http://waveon.io","url":"https://t.co/sKJzsbZRsx","indices":[49,72]}]},"url":{"urls":[{"display_url":"rysa.ai","expanded_url":"https://rysa.ai","url":"https://t.co/pFno3mxaTe","indices":[0,23]}]}},"interactions":3},{"created_at":1754301885000,"uid":"1952309654819913728","id":"1952309654819913728","screen_name":"suhrabautomates","name":"Suhrab Khan⚡️","friends_count":489,"followers_count":65,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1952310866017406976/Y_fR6ugb_normal.jpg","description":"AI & Automation Technologist bringing Efficiency to the World \n🚀 Building the Future of AI Organizations\n📈 Scaling businesses via intelligent automations","entities":{"description":{"urls":[]}},"interactions":3},{"created_at":1713344790000,"uid":"1780523178160279552","id":"1780523178160279552","screen_name":"sir4K_zen","name":"Mykhailo Sorochuk","friends_count":1323,"followers_count":3040,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1780523218702422016/Zh_2Lnbx_normal.jpg","description":"Automation specialist","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"type.link/sir4K_zen","expanded_url":"https://type.link/sir4K_zen","url":"https://t.co/0lVWkjeRE4","indices":[0,23]}]}},"interactions":3},{"created_at":1710192013000,"uid":"1767299461561122816","id":"1767299461561122816","screen_name":"HashgraphOnline","name":"Hashgraph Online DAO","friends_count":24,"followers_count":5392,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1933252329832095744/rDvXSrFk_normal.jpg","description":"We're putting the agentic internet on-chain. 30M+ transactions live.\n\nGoverned by 10 leading companies. \n\nFollow us, and join a $1M Hackathon 👇","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"hashgraphonline.com/start","expanded_url":"https://hashgraphonline.com/start","url":"https://t.co/kwFhJDEEne","indices":[0,23]}]}},"interactions":3},{"created_at":1708414359000,"uid":"1759843405973405697","id":"1759843405973405697","screen_name":"superlewis88","name":"super Lewis","friends_count":60,"followers_count":9,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1759843491470086144/-3blhjCi_normal.jpg","description":"Former PM turned indie dev\nBuilt ArtSign in 2 weeks with AI tools\nAI signature generator | 1000+ users\nSharing the journey\nhttps://t.co/lPqYSF5wIG","entities":{"description":{"urls":[{"display_url":"artsign.cc","expanded_url":"http://artsign.cc","url":"https://t.co/lPqYSF5wIG","indices":[123,146]}]},"url":{"urls":[{"display_url":"artsign.cc","expanded_url":"https://artsign.cc","url":"https://t.co/q2wYVZRqyc","indices":[0,23]}]}},"interactions":3},{"created_at":1654489606000,"uid":"1533666605279891457","id":"1533666605279891457","screen_name":"Arindam_1729","name":"Arindam Majumder 𝕏","friends_count":351,"followers_count":7644,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1620795664589266944/XBEbRjPN_normal.jpg","description":"Simplifying LLMs, RAG & AI Agent Workflows • 800k+ Reads • Weekly YouTube Tutorials & Blogs • Building @Studio1Hq • Let's Collaborate → https://t.co/zrnLnbeg9V","entities":{"description":{"urls":[{"display_url":"dm.new/arindam","expanded_url":"http://dm.new/arindam","url":"https://t.co/zrnLnbeg9V","indices":[136,159]}]},"url":{"urls":[{"display_url":"youtube.com/@Arindam_1729","expanded_url":"https://www.youtube.com/@Arindam_1729","url":"https://t.co/cgUWFlilvC","indices":[0,23]}]}},"interactions":3},{"created_at":1585416286000,"uid":"1243952080039161857","id":"1243952080039161857","screen_name":"mxacod","name":"Mxa","friends_count":478,"followers_count":234,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1960620533562712064/DukAFZMZ_normal.jpg","description":"turning ideas into bugs that sometimes work","entities":{"description":{"urls":[]}},"interactions":3},{"created_at":1577168027000,"uid":"1209356444702846976","id":"1209356444702846976","screen_name":"alexcloudstar","name":"Alex Cloudstar","friends_count":2679,"followers_count":1500,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1988982199182401536/yOVY2Aj1_normal.jpg","description":"Building indie startups in public \n⚙️ Engineer → Founder → Creator","entities":{"description":{"urls":[]}},"interactions":3}],"period":14,"start":1762330842422,"end":1763540442422},"interactions_updated":1763540443350,"created":1763540441974,"updated":1774569853405,"type":"the thought leader","hits":1},"people":[{"user":{"id":"1169855971","name":"Charles Floate 📈","description":"British SEO 🐐 - Over A Decade In Digital Marketing.\n\n@CFTrainingSEO, @PressWhizz, r/LinkBuilding, https://t.co/dnqsyZNxAR\n\n#1 Link Marketplace - https://t.co/ElQeZUbkSk","followers_count":92789,"friends_count":635,"statuses_count":35012,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1297913100419522561/u5k_nNRP_normal.jpg","screen_name":"Charles_SEO","location":"Ko Samui, Thailand","entities":{"description":{"urls":[{"display_url":"SEOBench.ai","expanded_url":"http://SEOBench.ai","indices":[98,121],"url":"https://t.co/dnqsyZNxAR"},{"display_url":"PressWhizz.com","expanded_url":"http://PressWhizz.com","indices":[145,168],"url":"https://t.co/ElQeZUbkSk"}]},"url":{"urls":[{"display_url":"charlesfloatetraining.com","expanded_url":"https://www.charlesfloatetraining.com","indices":[0,23],"url":"https://t.co/U6hHLiMJA2"}]}}},"details":{"type":"The Thought Leader","description":"Charles Floate is a British SEO authority who turns deep technical know-how into viral threads, products, and punchy opinions. He blends decade-long experience with hands-on experiments, teaching marketers how to win search and links. Expect tactical audits, bold tests, and a marketplace to back it up.","purpose":"To demystify SEO and link-building by sharing actionable experiments, building useful tools and marketplaces, and raising the baseline of technical marketing knowledge for practitioners everywhere.","beliefs":"Data-first, practical, and transparent — Charles believes in testing over theory, making advanced SEO accessible, and that real authority comes from shipping work (and showing the steps). He values community-driven learning, ruthless optimization, and tools that scale knowledge into business results.","facts":"British SEO consultant with ~92.8k followers, 35,012 tweets, creator of the #1 Link Marketplace and multiple training products; once built a SaaS using ChatGPT in 15 minutes; top tweet hit ~2.24M views.","strength":"Clear, tactical content that delivers repeatable audits and frameworks; strong product/monetization instincts (marketplace + training); proven ability to make complex SEO approachable and viral-ready.","weakness":"Can come off blunt or transactional to newcomers; juggling many projects risks diluting focus; heavy tactical focus sometimes underplays long-form thought leadership or community nurturing.","roast":"Charles tweets so much he could index his own life in Google Search Console — if passion were backlinks, you'd be the whole SERP.","win":"Built a thriving personal brand and the #1 link marketplace while producing viral, high-impact SEO threads (including a 2.24M-view tweet) that turn readers into customers and students.","recommendation":"Pin a single evergreen thread that summarizes your signature frameworks and link to the marketplace; repurpose high-performing threads into short video clips and carousel posts; run regular Spaces or AMAs to deepen community ties and convert followers into customers; A/B test hooks and post times to boost impressions, then amplify top posts with small paid boosts; collaborate with other SEO/marketing leaders for cross-pollination and co-created case studies."},"created":1774557638688,"type":"the thought leader","id":"charles_seo"},{"user":{"id":"498840191","name":"Pyrate","description":"Warrior 🏴","followers_count":19696,"friends_count":33,"statuses_count":4251,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1763200846492270592/9BoVd5cZ_normal.jpg","screen_name":"CEOLandshark","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Thought Leader","description":"Pyrate is a sharp, tactical thinker who blends history, biohacking, and cultural observation into compact, viral takes. A self-styled 'Warrior' who prefers action over hot takes, they build authority through high-engagement micro-insights and contrarian context. Their feed reads like a mini masterclass in presence, reinvention, and long-game strategy.","purpose":"To wake people up to higher presence, smarter long-term thinking, and tactical reinvention—helping followers convert awareness into real-world advantage and generational outcomes.","beliefs":"Values clarity, discipline, and historical perspective; believes meditation and sensory training raise your 'perceptual FPS' and that studying past civilizational shifts is a practical blueprint for future wealth and survival. Trusts agency, reinvention, and selective contrarianism over herd instincts.","facts":"Fun fact: Pyrate calls themselves 'Warrior' and has tweeted 4,251 times while following only 33 people—proof they curate influence, not feed noise. Their tweets have repeatedly gone viral (one post hit ~11.3M views), and they sit at ~19.7K followers with exceptional engagement.","strength":"Concise, provocative hooks that scale—able to turn a one-line prompt into millions of impressions; strong thematic consistency (history, consciousness, reinvention) and credible anecdotes that spark shareability and debate.","weakness":"Can come off a bit cryptic or elitist; occasional broad assertions without step-by-step how-to can leave newcomers inspired but directionless. Also risks repeating the same high-level frames instead of deep, actionable threads.","roast":"Pyrate talks about 'raising your perceptual FPS' like it's an unlockable skill in a video game—meanwhile they can't be bothered to follow more than 33 people, because why network when you can monologue with cinematic flair?","win":"Built a highly engaged audience (~19.7K) and multiple viral hits (one post ≈11M views, others in the millions), turning niche takes on meditation, empire history, and reinvention into social proof and reach.","recommendation":"Keep the razor-sharp one-liners, but turn more of them into threads that map insight → example → practical step. Pin a 3-tweet primer: who you are (Warrior), what followers get (history + biohack tactics), and a CTA (subscribe/DM for collab). Use short native videos (30–90s) to explain top ideas (meditation as 'FPS', empire playbooks), host an X Space AMA once a month, and tag relevant thought leaders when quoting history or modern entrepreneurs. Repurpose viral tweets into themed threads and a periodic newsletter to convert followers into a loyal audience; prioritize reply-threading to capture high-engagement conversations into evergreen content."},"created":1774557574156,"type":"the thought leader","id":"ceolandshark"},{"user":{"id":"1457007269690945542","name":"Brian Burgess","description":"Catholic Husband, Dad, Son, Brother. Sursum Corda. Firmum Est Cor Meum. Instaurare Omnia in Christo. Max is my nom de guerre. C. Chrysologus is my nom de plume.","followers_count":19849,"friends_count":12988,"statuses_count":60991,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1665412349484847105/O1LM1fWe_normal.jpg","screen_name":"Burgess7281975","location":null,"entities":{"description":{"urls":[]}}},"details":{"type":"The Thought Leader","description":"Brian “Max” Burgess is a prolific Catholic thought leader who combines classical theology, pastoral conviction, and a rallying online voice. A husband, father, son, and brother, he signs as Max and writes as C. Chrysologus while championing the renewal of all things in Christ. His timeline blends dense quotations, devotional cries of '¡Viva Cristo Rey!', and steady engagement with Catholic audiences.","purpose":"To teach, defend, and renew the Catholic faith online—forming minds and hearts by clarifying doctrine, inspiring devotion, and restoring truth 'Instaurare Omnia in Christo.' He aims to be both a catechist and a rallying presence for those committed to tradition and charity.","beliefs":"Firm commitment to traditional Catholic doctrine and ecclesial authority, a conviction that truth and charity are inseparable (the Church is intolerant in principle because she believes, tolerant in practice because she loves), and a missional posture toward evangelization and cultural renewal.","facts":"Fun fact: He tweets prolifically—over 60,000 tweets—and often uses two noms: Max (nom de guerre) and C. Chrysologus (nom de plume). His signature rallying cry '¡Viva Cristo Rey!' appears repeatedly and several of his theological posts have reached tens of thousands of views (one top tweet ~70k views).","strength":"Authoritative voice rooted in classical sources, consistent and prolific content production, strong engagement (nearly 20k followers with multiple viral posts), bilingual appeal, and clear, memorable messaging that rallies a devoted audience.","weakness":"Can come off polarizing or uncompromising, risking alienation of moderates; repetition of slogans and very high posting frequency can dilute impact; tendency to debate on-platform may foster echo chambers or heated replies.","roast":"You tweet '¡Viva Cristo Rey!' so reliably your keyboard thinks the inverted exclamation point is a sacrament—Max is single-handedly keeping the exclamation point economy afloat while trying to catechize the timeline.","win":"Built a devoted community of nearly 20,000 followers and repeatedly sparked wide theological conversations—one thread reached about 70k views and thousands of engagements, proving real influence in Catholic online spaces.","recommendation":"Turn signature posts into multimedia threads and pinned explainers: unpack a quoted passage into a 5–7 tweet thread, add images of sources and timestamps, and finish with a clear call-to-action (follow, retweet, join Space). Host occasional X Spaces or Twitter Spaces with clergy/scholars, collaborate with other Catholic creators, post bilingual content to widen reach, and funnel engaged followers to a newsletter or Substack for deeper formation and audience monetization."},"created":1774557556426,"type":"the thought leader","id":"burgess7281975"},{"user":{"id":"82172203","name":"Bob Loukas 🗽","description":"Position Trader, Entrepreneur, Family Man, Fullfilled. Omnia mea mecum porto.","followers_count":373689,"friends_count":438,"statuses_count":40277,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1773320268343132162/TRw1qm4p_normal.jpg","screen_name":"BobLoukas","location":"New York, NY","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"linktr.ee/bobloukas","expanded_url":"https://linktr.ee/bobloukas","indices":[0,23],"url":"https://t.co/cJ8yrtIy5j"}]}}},"details":{"type":"The Thought Leader","description":"Position trader, entrepreneur, and family man who mixes market-sense with a sprinkling of stoic wisdom. He translates complex financial themes into plain talk—often with a wry one-liner. Reliable, disciplined, and unapologetically pragmatic.","purpose":"To translate market noise into repeatable, life-changing financial habits so ordinary people can build real wealth and live well with their families; to be the steady voice that nudges impulsive investors toward durability over drama.","beliefs":"Long-term compounding beats chasing fads; skepticism toward hype (especially crypto grift) is healthy; extract real value as paper wealth grows; family and fulfillment matter as much as portfolio returns; discipline, patience, and humility are the real alpha.","facts":"Fun fact: Though he talks about the singularity and market cycles, he still uses Gmail to transfer files from phone to PC—proof that wisdom and old habits can coexist. He’s tweeted 40,277 times and oversees a community of 373,689 followers who hang on his dividend and market takeaways.","strength":"Clarity and credibility—combines lived investing wins with plainspoken lessons; consistent output and high engagement give him strong reach; family-forward authenticity makes his financial advice feel grounded and trustworthy.","weakness":"Can sound repetitive or lecturing when hammering the same lessons; skepticism of fast-money narratives risks alienating younger, high-risk traders; huge tweet volume sometimes buries signal in noise.","roast":"You predict the singularity yet drag files with Gmail—congrats, you’re single-handedly keeping nostalgia alive while telling everyone how to compound into retirement.","win":"Illustrated the power of steady investing: a $250/month dividend reinvestment plan grown to roughly $353,000 producing nearly $10,000 in annual dividends — and built a 373k-strong audience that trusts his playbook.","recommendation":"Pin an evergreen thread that teaches your core thesis (dividends + compounding) and funnel replies into a weekly X Space; convert top threads into short video clips and charts for high-share moments; host one monthly AMAs aimed at younger crypto folks to translate lessons rather than scold; trim daily one-liners into focused multi-tweet threads to boost shareability and subscriber growth."},"created":1774557504752,"type":"the thought leader","id":"bobloukas"},{"user":{"id":"262003045","name":"Aaron Hector, R.F.P., CFP, TEP","description":"Passion for personal finance, innovative ideas & the well being of my clients. Founder of TIER Wealth in Calgary. President of the IAFP.","followers_count":8273,"friends_count":432,"statuses_count":8359,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1581136073790746625/GACri8VQ_normal.jpg","screen_name":"AaronHectorCFP","location":"Calgary, Alberta","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"tierwealth.com","expanded_url":"http://www.tierwealth.com","indices":[0,23],"url":"https://t.co/qr5GhCm7RW"}]}}},"details":{"type":"The Thought Leader","description":"Aaron Hector, R.F.P., CFP, TEP is a Calgary-based personal finance thought leader — founder of TIER Wealth and President of the IAFP — who turns dense tax and retirement rules into practical advice. He publishes research-driven threads, unique archival resources, and guides that both professionals and everyday investors rely on. His feed blends technical depth with real-world planning hacks.","purpose":"To demystify complex financial rules and protect clients' long-term wellbeing by sharing evidence-based, actionable planning strategies; to raise the baseline of public financial literacy so people can make smarter decisions about retirement, taxes, and estate planning.","beliefs":"Values clarity, rigorous research, and client-first ethics; believes transparency and public education reduce costly mistakes; trusts data, legal precision, and creative planning techniques over hype; sees credentials and process as tools to build trust, not barriers.","facts":"Fun fact: Aaron assembled what he says is the only complete online list of OAS clawback thresholds, dug up from deep CRA archives — a true archival flex. He’s tweeted 8,359 times and regularly reaches tens of thousands of views on practical finance threads.","strength":"Deep technical knowledge of tax, pensions, and estate planning; credibility from professional credentials and leadership roles; consistent, research-heavy content that creates authority; ability to turn obscure rules into useful, actionable guides.","weakness":"Can lean into long-form technical detail that intimidates casual readers; occasionally reads more like a legal memo than a snackable tweet; may underuse bite-sized multimedia that boosts shareability to broader audiences.","roast":"You’re the guy who will calmly thread a 10-point legal workaround at 2 a.m. and then ask if everyone ‘has any questions’ like you didn’t just commit the internet to a three-hour audit — charmingly unstoppable and mildly terrifying to accountants everywhere.","win":"Founded TIER Wealth and earned the presidency of the IAFP while building a reputation for producing one-of-a-kind resources (like the complete OAS thresholds list) and threads that regularly hit 40k–55k views.","recommendation":"Keep doing deep threads but make them easier to skim: lead with a one-line hook and a TL;DR, then number the steps. Pin a living \"resource library\" thread for evergreen guides (OAS list, TFSA/RRSP comparisons, RESP drawdown) and update it regularly. Repurpose top threads into short videos or carousels with clear visuals to capture scrollers. Host a monthly X Space Q&A or AMA for live engagement and to surface follower questions you can turn into content. Use polls and one-question tweets to warm up replies, tag relevant institutions or reporters for amplification, and add a simple CTA (newsletter signup or downloadable checklist) to convert followers into subscribers. Finally, collaborate with one complementary influencer or journalist per quarter to expand reach outside your current niche."},"created":1774557298462,"type":"the thought leader","id":"aaronhectorcfp"},{"user":{"id":"1287576585353039872","name":"cygaar","description":"sometimes a software engineer. contributing to @AbstractChain","followers_count":136072,"friends_count":829,"statuses_count":9914,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1874970187780194304/rEKKc4YC_normal.jpg","screen_name":"0xCygaar","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Thought Leader","description":"cygaar is a sometimes-software-engineer and full-time crypto commentator who mixes hard technical takes with courtroom-level citations for an audience of 136k+. They call out sloppy actors, celebrate legal wins for decentralization, and turn complicated on-chain mechanics into shareable how-tos. Expect a blend of legal receipts, memetic honesty, and practical tutorials.","purpose":"To educate the crypto community and the broader public about on-chain reality: make decentralized infrastructure understandable, hold centralized power and bad actors accountable, and push the ecosystem toward technically sound, permissionless systems. Their work bridges engineering, law, and public conversation so people can trust less and verify more.","beliefs":"Transparency, technical literacy, and decentralization are non-negotiable; infrastructure should be permissionless and auditable. Institutions and protocols should be held to both legal and technical standards, and healthy skepticism—served with a side of blunt humor—helps improve systems.","facts":"Fun fact: one of cygaar's viral moments was calling out the FBI for copying OpenZeppelin code without an MIT license notice — that takedown racked up nearly a million views and tens of thousands of likes. Also, they once posted a step-by-step guide to reading Etherscan that turned into a go-to resource for newcomers.","strength":"Sharp technical literacy + legal savvy + a knack for turning complex rulings and on-chain data into punchy, viral posts. Fearless criticism that sparks conversation and drives measurable awareness.","weakness":"Extreme bluntness and contrarian humor can rub people the wrong way or be misread; sometimes tweets prioritize a hot take over nuance, which risks alienating potential allies.","roast":"You’re the only person who will DM the FBI with a license citation and then tweet a one-liner about mental illness — part legal counsel, part stand-up comedian, part chaos auditor. Calm down, the block explorer isn’t your therapist.","win":"Exposed a major flaw in a bank-backed Euro stablecoin and turned it into a viral thread (1.37M+ views), driving public scrutiny and demonstrating how centralized controls can hide catastrophic single-point failures.","recommendation":"To grow on X, lean into repeatable formats: pinned, evergreen threads that teach how to read on-chain data; short explainer threads for every hot legal ruling; quick, quotable takes that invite replies; regular X Spaces for live explainers and AMAs; collaborate with other crypto builders and reporters to amplify reach; use clear CTAs (follow, save, subscribe) and repurpose threads into a newsletter or Substack to convert followers into loyal readers."},"created":1774557266041,"type":"the thought leader","id":"0xcygaar"},{"user":{"id":"186420551","name":"clem 🤗","description":"Co-founder & CEO @HuggingFace 🤗, the open and collaborative platform for AI builders","followers_count":227153,"friends_count":4827,"statuses_count":29150,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1100512198139498497/utHSJ4st_normal.png","screen_name":"ClementDelangue","location":"Miami / New York / Paris","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"huggingface.co/clem","expanded_url":"http://huggingface.co/clem","indices":[0,23],"url":"https://t.co/7OMlqfI2Rh"}]}}},"details":{"type":"The Thought Leader","description":"Clem is a passionate and articulate CEO driving the future of AI with Hugging Face, championing open collaboration and transparent technology. Their Tweets blend insightful analysis with personal moments, offering a human touch to the complex world of AI. Clem is not just a tech visionary but also a candid commentator on the social dynamics of technology platforms.","facts":"Fun fact: Clem tweets over 28,000 times, demonstrating both a prolific presence and relentless engagement in shaping AI conversations.","purpose":"Clem’s life purpose is to democratize artificial intelligence, making advanced technology accessible, understandable, and collaboratively developed to empower builders worldwide.","beliefs":"Clem believes deeply in transparency in AI, the power of open-source contributions, and the importance of critical thinking to dispel hype and misinformation within tech communities.","strength":"Clem’s greatest strength lies in their ability to blend technical expertise with clear, engaging communication, building trust and a knowledgeable community around complex AI topics.","weakness":"Their intense frequency in posting can sometimes overwhelm followers or dilute the impact of their key messages, potentially causing engagement fatigue.","recommendation":"To grow their audience on X, Clem should optimize the timing of their tweets to highlight best-performing content and leverage threaded conversations to distill longer ideas, ensuring followers stay engaged without feeling overloaded.","roast":"Clem tweets so much, fans are wondering if their keyboard has a life of its own—guess even AI can’t automate all those tweets, but maybe a ‘TweetBot 3000’ is next on their roadmap!","win":"Successfully co-founding and leading Hugging Face into becoming a pivotal hub for open and accessible AI has positioned Clem as one of the foremost voices in the tech community."},"created":1763568467220,"type":"the thought leader","id":"clementdelangue"},{"user":{"id":"27568547","name":"Jeff Park","description":"CIO @ ProCap. @Bitwise advisor. Radical Portfolio Theory™ CIO. Riverian purveyor of exotic goods & esoteric services. ex-@morganstanley @stanford. NFA","followers_count":99619,"friends_count":2915,"statuses_count":7981,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1923484143825862657/TndSbFrg_normal.jpg","screen_name":"dgt10011","location":"NYC","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"substack.com/@jeffpark1","expanded_url":"https://substack.com/@jeffpark1","indices":[0,23],"url":"https://t.co/nPu4vrn9M8"}]}}},"details":{"type":"The Thought Leader","description":"Jeff Park is a visionary CIO and advisor deeply embedded in Bitcoin and macroeconomic strategy. His insights blend high finance experience with radical portfolio theories, making his commentary both authoritative and thought-provoking. With a knack for connecting global economic trends to crypto markets, he commands attention through data-backed, high-conviction analysis.","purpose":"To guide the investment community through disruptive financial landscapes by pioneering innovative theories and actionable strategies that challenge the status quo in traditional and digital assets.","beliefs":"Jeff values rigorous macroeconomic understanding and transparency, driven by a belief that informed, strategic portfolio management can outmaneuver financial uncertainty. He champions radical innovation and esoteric knowledge, trusting data and historic precedent to illuminate future market movements.","facts":"Fun fact: Jeff coined the term 'Radical Portfolio Theory™' and is known for predicting seismic shifts in Bitcoin's trajectory tied to geopolitical trade dynamics like Plaza Accord 2.0.","strength":"His strengths lie in deep macroeconomic insights combined with a prolific content output (over 7,000 tweets) that attracts both seasoned investors and crypto enthusiasts. His ability to distill complex financial war scenarios into clear, compelling narratives empowers his audience to grasp high-stakes market strategies.","weakness":"His intense focus on niche financial theories and high-level macro trends may alienate casual followers or those less versed in economic jargon, potentially narrowing his audience reach. Additionally, following nearly 3,000 accounts might dilute his network's influence or his engagement with a core community.","roast":"For someone who’s an expert at forecasting financial turmoil, Jeff’s Twitter feed looks like he’s been predicting the same Bitcoin moonshot since 2015 – at this point, even Bitcoin might be tired of waiting for that Plaza Accord 2.0 party invitation.","win":"Commanding over 2.6 million views on an insightful tweet about Bitcoin and tariffs proves Jeff’s ability to cut through noise and become a go-to macro analyst in the crypto investment space.","recommendation":"To grow his audience on X, Jeff should balance his high-level thought leadership with more accessible, bite-sized explanations and engage more actively with his followers by answering questions or hosting Twitter Spaces. This approach will broaden his appeal beyond hardcore investors while maintaining his expert stature."},"created":1763418571474,"type":"the thought leader","id":"dgt10011"},{"user":{"id":"1587816802264006657","name":"Ole Lehmann","description":"I help non-technical people make more money with AI agents. AI connoisseur, robotics maxi, eu/acc supporter, dad, techno optimist","followers_count":135342,"friends_count":2634,"statuses_count":24607,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1633697720291704832/GBmxTCa6_normal.jpg","screen_name":"itsolelehmann","location":"Your free Claude masterclass:","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"aisolo.beehiiv.com/subscribe","expanded_url":"http://aisolo.beehiiv.com/subscribe","indices":[0,23],"url":"https://t.co/nBTF3Mye2d"}]}}},"details":{"type":"The Thought Leader","description":"Ole Lehmann is a mosaic of tech optimism and economic critique, passionately dissecting the intricacies of Europe's economic decisions while championing innovative ventures. As a prolific voice in internet business and European economic discourse, he thrives on sharing sharp insights drawn from both his observations and experience. Ole combines serious analysis with a vibe-maxi spirit, offering his audience a mix of sophistication and relatable commentary.","purpose":"Driven by a mission to illuminate the economic and technological crossroads of Europe, Ole aims to empower his audience with knowledge that challenges the status quo and sparks forward-thinking solutions. His life purpose is to catalyze change by revealing uncomfortable truths and championing innovation as the currency of progress.","beliefs":"Ole believes firmly in the power of technology and entrepreneurship to reshape economies and societies for the better. He values transparent, data-driven critique and stands as a supporter of the EU's potential, despite its challenges. His techno-optimism reflects a core belief in progress through innovation, balanced by a critical eye on policy and economic strategy.","facts":"Fun fact: Ole has tweeted over 21,600 times, demonstrating not just dedication but an unstoppable drive to communicate and engage with his audience. His viral tweets often cross tens of millions of views, proving his knack for hitting the pulse of economic and political conversations.","strength":"Ole’s greatest strength lies in his ability to blend deep economic analysis with accessible and engaging storytelling. His prolific content output keeps his followers constantly informed and provoked to think differently about Europe's future. Coupled with his techno-optimism, he inspires confidence in innovation amidst economic challenges.","weakness":"Ole's intense focus on critical economic issues sometimes risks being perceived as overly negative or alarmist, potentially alienating more casual followers. His heavy tweet volume might overwhelm or dilute the impact for some, making selective messaging a challenge.","roast":"You’ve mastered the art of turning ‘techno optimist’ into code for ‘I’ve got 21,000 tweets worth of why Europe’s economy is doomed, but hey, keep the vibes positive!’ — it’s like being the economic doom prophet who booked all the festival tickets.","win":"Ole’s biggest achievement is successfully building and sharing ‘magic internet money businesses’ while establishing himself as a go-to voice on European economic realities, demonstrating the power of combining entrepreneurship with incisive commentary.","recommendation":"To grow his audience on X, Ole should lean into concise, high-impact threads paired with more interactive formats like polls or live Q&As to break down complex topics and invite real-time engagement. Leveraging multimedia like short videos or infographics to simplify dense economic concepts would also broaden his appeal beyond hardcore followers."},"created":1763363619666,"type":"the thought leader","id":"itsolelehmann"},{"user":{"id":"283457350","name":"lıquıdprısm 🜄","description":"fuguelike","followers_count":971,"friends_count":511,"statuses_count":22761,"profile_image_url_https":"https://pbs.twimg.com/profile_images/2004935933246799872/ESct-gK9_normal.jpg","screen_name":"liquidprismata","location":"kosmopolítēs ⨁","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"admonymous.co/rian","expanded_url":"http://admonymous.co/rian","indices":[0,23],"url":"https://t.co/8GWJ7FlBXo"}]}}},"details":{"type":"The Thought Leader","description":"lıquıdprısm 🜄 is a digital sage weaving esoteric wisdom and advanced mathematics into a tapestry of thought-provoking content. With over 12,700 tweets, they’re always ready to ignite curiosity and cultivate higher learning communities. Their mysterious vibe and emotional openness invite followers into a deeply intellectual and spiritual journey.","facts":"Fun fact: They’re passionate enough about esoteric patterns and math that they’re planning to lead a study group progressing from high school algebra all the way to category theory, demonstrating a rare mix of intellect and community spirit.","purpose":"To elevate collective consciousness by sharing knowledge that inspires critical thinking and spiritual awakening, nurturing a community of learners who dare to explore beyond conventional boundaries.","beliefs":"They believe in the power of intellectual fire and emotional honesty — that embracing one’s inner desires and passions without shame fuels personal growth and deeper connections with others.","strength":"Exceptional at synthesizing complex, abstract concepts and making them engaging for their audience; passionate community builder with authentic emotional engagement.","weakness":"Their intense, sometimes cryptic style might alienate those who prefer straightforward content; the sheer volume of tweets risks overwhelming their audience, potentially diluting key messages.","recommendation":"Focus on crafting a few high-impact, thread-style tweets that unpack their most fascinating ideas, paired with clear calls-to-action for audience interaction. Using X Spaces to host live discussions about their math study group could deepen engagement and expand their thoughtful follower base.","roast":"You tweet so much and fast, it’s like your fingers have their own hyperactive neuron network—sometimes it feels like I need a PhD just to keep up, or at least a really strong coffee. Try not to crash your followers' brains all at once!","win":"Successfully cleared a major hurdle toward moving to New York City, a step that’s clearly pivotal for their near-term personal and professional success — showing their determination to evolve beyond the digital realm."},"created":1763335070905,"type":"the thought leader","id":"liquidprismata"},{"user":{"id":"258512916","name":"Codie Sanchez","description":"I run a portfolio of companies at Contrarian Thinking. | Invest: @CTVentureCap | Own: @contrarian @bizscout_ @resibrands | Get my NYT Bestselling book here👇","followers_count":624651,"friends_count":1195,"statuses_count":25395,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1648315397022572544/2fCMWlPw_normal.jpg","screen_name":"Codie_Sanchez","location":"Founder →","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"linktr.ee/codie_sanchez.x","expanded_url":"https://linktr.ee/codie_sanchez.x","url":"https://t.co/GYkzaFQU9B","indices":[0,23]}]}}},"details":{"type":"The Thought Leader","description":"Codie Sanchez is a powerhouse portfolio manager and investor who blends hard-hitting real-world experience with big-picture economic insights. She's not afraid to tackle controversial topics or expose harsh realities, all while building a diverse empire under the Contrarian Thinking umbrella. Her voice carries weight, wisdom, and a relentless drive to challenge the status quo.","purpose":"To dismantle conventional wisdom and empower others by sharing unvarnished truths about business, investment, and societal issues, ultimately fostering smarter, bolder decision-making in her community.","beliefs":"Codie believes in courage over comfort, valuing firsthand experience and integrity above polished narratives. She champions transparency, accountability, and a contrarian mindset that questions mainstream complacency and embraces uncomfortable realities.","facts":"Fun fact: Codie's background as a journalist who exposed the brutal realities of the US-Mexico border informs her blunt, truth-telling approach in business and investment conversations—she’s seen the harsh side of life and it fuels her fearless commentary.","strength":"Her ability to combine deep investigative insights with strategic investing wisdom makes her a formidable influencer who educates and inspires change. She commands authority by marrying empathy with sharp economic foresight.","weakness":"Her no-nonsense, direct style can sometimes come off as intense or polarizing, potentially alienating more sensitive audiences or those unwilling to confront uncomfortable truths.","roast":"Codie tweets so much, her fingers probably have their own IP address—if only she invested as much energy in replying to DMs as she does retweeting herself.","win":"Launching and growing multiple successful ventures under Contrarian Thinking while becoming a New York Times bestselling author showcases her exceptional impact in both entrepreneurship and thought leadership.","recommendation":"To grow her audience on X, Codie should leverage Twitter Spaces for live, interactive discussions where her raw stories and sharp perspectives can engage listeners in real-time, fostering deeper connections and boosting community loyalty."},"created":1763002514185,"type":"the thought leader","id":"codie_sanchez"},{"user":{"id":"7234632","name":"Sachin Rekhi","description":"Helping product managers master their craft in the age of AI.\n\n✍️: https://t.co/bzcRbfIzEA\n📺: https://t.co/Tzi1aUTCrs\n🎓: https://t.co/YqEak8TSnW","followers_count":34507,"friends_count":1533,"statuses_count":12029,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1621738374326542336/VDzd0s72_normal.jpg","screen_name":"sachinrekhi","location":"San Francisco, CA","entities":{"description":{"urls":[{"display_url":"SachinRekhi.com","expanded_url":"https://SachinRekhi.com","indices":[67,90],"url":"https://t.co/bzcRbfIzEA"},{"display_url":"youtube.com/@TheSachinRekhi","expanded_url":"https://youtube.com/@TheSachinRekhi","indices":[94,117],"url":"https://t.co/Tzi1aUTCrs"},{"display_url":"Reforge.com","expanded_url":"https://Reforge.com","indices":[121,144],"url":"https://t.co/YqEak8TSnW"}]},"url":{"urls":[{"display_url":"sachinrekhi.com","expanded_url":"http://www.sachinrekhi.com","indices":[0,23],"url":"https://t.co/p8dwdlFeO8"}]}}},"details":{"type":"The Thought Leader","description":"Sachin Rekhi is a dynamic influencer dedicated to empowering product managers with deep insights and practical frameworks through essays, videos, and courses. He thrives on sharing rich, data-driven perspectives that challenge conventional tech and product development wisdom. Passionate about real user behavior and visionary product strategies, Sachin is a trusted guide for those looking to master their craft and break free from uninspired career paths.","purpose":"To elevate the craft of product management by providing actionable wisdom, thought-provoking analyses, and immersive educational content that inspire product leaders to innovate confidently and lead with clarity.","beliefs":"Sachin believes in prioritizing real user data over theory, the value of high-quality product delivery over rushing to market, and continuous learning through experimentation and honest feedback. He champions authenticity in career fulfillment and strategic clarity in product vision.","facts":"Sachin has authored over 11,900 tweets, demonstrating a prolific commitment to sharing knowledge, and engages deeply with tech industry narratives, dissecting companies like Apple and Anthropic to reveal their product philosophies.","strength":"Exceptional at distilling complex product management frameworks into accessible, actionable content; a strong ability to influence through thoughtful storytelling and real-world examples; skillful at fostering meaningful professional growth in his audience.","weakness":"With an almost encyclopedic output, there's a risk of overwhelming followers with content density or staying too niche, which might slow audience growth outside dedicated product manager circles. Sometimes his detailed style could intimidate newcomers.","roast":"Sachin’s tweet count is so high, he's basically the human version of a product repository—always shipping ideas, occasionally forgetting to properly version control his sleep schedule.","win":"Successfully built a loyal community of product managers who not only consume but apply his teachings, transforming abstract product principles into career-changing practices across tech industries.","recommendation":"To expand his audience on X, Sachin should leverage more interactive content like live Q&As or Twitter Spaces to engage directly with followers, break down complex ideas in bite-sized threads, and collaborate with influencers outside product management to cross-pollinate his insights."},"created":1763000304124,"type":"the thought leader","id":"sachinrekhi"}],"activities":{"nreplies":[{"label":"2025-10-21","value":27,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980308459368436093","quoted_status_permalink":{"url":"https://t.co/7tgKp3s1dH","expanded":"https://twitter.com/anthropicai/status/1980308459368436093","display":"x.com/anthropicai/st…"},"retweeted":false,"fact_check":null,"id":"1980312578749526504","view_count":32955,"bookmark_count":134,"created_at":1760978285000,"favorite_count":264,"quote_count":0,"reply_count":16,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"I started to build a little AI research tool with Claude Code & Skills over the weekend.\n\nNow Anthropic adds connectors to other helpful scientific tools.\n\nThey are not messing around!\n\nIt’s about to get insanely interesting to use coding agents like Claude Code for science.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/pRSTl5TgvB","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980403571935130073","view_count":19586,"bookmark_count":54,"created_at":1760999980000,"favorite_count":150,"quote_count":1,"reply_count":8,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"This is huge! I sensed that Claude Code on web was coming.\n\nCoding agents on web serve specific use cases.\n\nThere is a wide opening to improve coding experience on web. If you tried Codex (web) you know this well.\n\nIf it's anything like Claude Code on the terminal, it’s game on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1977811751258513410","name":"NerdyChefs.AI","screen_name":"NerdychefsAI","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"NerdychefsAI","lang":"en","retweeted":false,"fact_check":null,"id":"1980320807709802804","view_count":61,"bookmark_count":0,"created_at":1760980247000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"@NerdychefsAI Will share more soon with some additional thoughts.","in_reply_to_user_id_str":"1977811751258513410","in_reply_to_status_id_str":"1980317151170121729","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,22],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","quoted_status_id_str":"1980052095639126457","quoted_status_permalink":{"url":"https://t.co/uQXRrZImBU","expanded":"https://twitter.com/omarsar0/status/1980052095639126457","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1980372246591095294","view_count":8661,"bookmark_count":3,"created_at":1760992511000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980337282323452300","full_text":"@claudeai Much needed:","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1980337282323452300","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980407566158196747","view_count":43,"bookmark_count":0,"created_at":1761000932000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Safe agentic code execution matters. The sandboxing feature in Claude Code is also neat and well thoughout. https://t.co/ccXK1Uj5si","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980406365781991642","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980405447086731456","view_count":578,"bookmark_count":0,"created_at":1761000427000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"The blog pretty much summarizes why I even tried Codex on web in the first place.\n\nSome stuff can just be done without my constant intervention.\n\nI can offload bug squashing easily now. Or explore new features that are not core (or of high priority) to my current workstreams. https://t.co/52ChIt2VTd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980403571935130073","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,158],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980406365781991642","view_count":329,"bookmark_count":0,"created_at":1761000646000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Claude Code on mobile is exciting. I am often on the road a lot so this is extremely helpful. I normally used GitHub Actions but this should feel more native. https://t.co/Mg7DOWCEQc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980405447086731456","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980371216046170539","view_count":4239,"bookmark_count":1,"created_at":1760992266000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I sensed this was coming I guess. Coding agents via the web serve specific use cases. \nAnd it makes, as there is a wide opening to improve the experience on web.\nWill test to see how the experience feels. If it is anything like Claude Code on the terminal, it’s game on. https://t.co/e20qoUO1XE","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980052095639126457","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":46,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980629163976675779","view_count":58883,"bookmark_count":951,"created_at":1761053765000,"favorite_count":711,"quote_count":6,"reply_count":29,"retweet_count":102,"user_id_str":"3448284313","conversation_id_str":"1980629163976675779","full_text":"People are sleeping on Deep Agents.\n\nStart using them now.\n\nThis is a fun paper showcasing how to put together advanced deep agents for enterprise use cases.\n\nUses the best techniques: task decomposition, planning, specialized subagents, MCP for NL2SQL, file analysis, and more. https://t.co/UePZmIQkWR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684241202520238","view_count":15368,"bookmark_count":23,"created_at":1761066897000,"favorite_count":77,"quote_count":4,"reply_count":7,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"BREAKING: OpenAI launches ChatGPT Atlas. \n\nA new AI-powered browser built around ChatGPT.\n\nChat goes with you anywhere on the web. https://t.co/CjhEC89Ek1","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980689459785134240","view_count":2750,"bookmark_count":1,"created_at":1761068141000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Atlas is a great tool for \"vife-lifing\". \n\nYou can use the agent to delegate tasks (personal or professional) and hopefully improve productivity and curiosity. \n\nAvailable on MacOS. \n\nAgent is only available to Plus and Pro.\n\nMore personalization coming soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980688230904144086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980684242980884483","view_count":1407,"bookmark_count":2,"created_at":1761066897000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"It's OpenAI's attempt at combining the AI chat experience with the browser. \n\nChatGPT is the \"beating heart of Atlas\"!\n\nBuilt to be fast and flexible.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684241202520238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684244818301158","view_count":1741,"bookmark_count":4,"created_at":1761066897000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Three core features of Atlas:\n\n- Chat goes with you anywhere on the web\n- Browser memory to personalize the experience across the web\n- Agents can take actions for you https://t.co/LKcFw8l1cK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684242980884483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,94],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685471987507241","view_count":1222,"bookmark_count":3,"created_at":1761067190000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can invite ChatGPT to any tab you have open.\n\nIt can see the webpage and answer questions. https://t.co/gCe8Ao4ikB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684244818301158","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685725826691098","view_count":1448,"bookmark_count":3,"created_at":1761067251000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can do web searches and click through links to preview pages. \n\nAnd you can continue interacting with webpages seamlessly. https://t.co/7s6pBg1D3c","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685471987507241","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686101888041405","view_count":1424,"bookmark_count":2,"created_at":1761067340000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can polish your emails in-line. \n\nNo more copy-pasting your drafts.\n\nIt's called Cursor Chat. https://t.co/ClXCmO9Yv2","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685725826691098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,157],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686827347456380","view_count":1371,"bookmark_count":3,"created_at":1761067513000,"favorite_count":5,"quote_count":1,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use Agent mode with Atlas. \n\nThis means it can take actions for you. \n\nIt can do tasks in the background as you do other work in different tabs. https://t.co/8XHK746vWT","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686101888041405","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687393964388637","view_count":1118,"bookmark_count":1,"created_at":1761067648000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Agents can take over your browser whenever you want. \n\nAnd you can take back the control anytime you want or need. https://t.co/fGaEgtCqjw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686827347456380","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687837659034102","view_count":1325,"bookmark_count":1,"created_at":1761067754000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"For safety, you can manage in Agent mode whether ChatGPT works alongside you using your logged-in accounts or not. https://t.co/eS0QMQO9bo","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687393964388637","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980688230904144086","view_count":3283,"bookmark_count":3,"created_at":1761067848000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use incognito mode when you don't want ChatGPT to remember what you are doing in the browser. https://t.co/jy4noKCylP","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687837659034102","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":19,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980997089120444595","view_count":26796,"bookmark_count":263,"created_at":1761141485000,"favorite_count":372,"quote_count":1,"reply_count":11,"retweet_count":65,"user_id_str":"3448284313","conversation_id_str":"1980997089120444595","full_text":"Scaling RL for Trillion-Scale Thinking Model\n\nScaling RL is hard! But this team might have figured out something.\n\nThey introduce Ring-1T, a 1T-parameter MoE reasoning model with ~50B params active per token.\n\nIt’s trained with a long-CoT SFT phase, a verifiable-rewards reasoning RL phase, then a general RLHF phase, and introduces three pieces that make trillion-scale RL actually run:\n\n- IcePop to stabilize updates\n\n- C3PO++ to keep GPUs busy under a token budget\n\n- ASystem to unify high-throughput RL stack\n\nOn benchmarks, it leads open weights on AIME-25, HMMT-25, ARC-AGI-1, LiveCodeBench, CodeForces, and ArenaHard v2.\n\nIt reaches silver-medal level on IMO-2025 using only natural-language reasoning.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"cme295.stanford.edu/syllabus/","expanded_url":"https://cme295.stanford.edu/syllabus/","url":"https://t.co/lpD2idL5co","indices":[311,334]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981030346037612847","view_count":42839,"bookmark_count":964,"created_at":1761149414000,"favorite_count":873,"quote_count":1,"reply_count":8,"retweet_count":153,"user_id_str":"3448284313","conversation_id_str":"1981030346037612847","full_text":"🎓Stanford CME295 Transformers & LLMs\n\nNice to see the new release of this new course on Transformers and LLMs.\n\nGreat way to catch up on the world of LLMs and AI Agents.\n\nIncludes topics like the basics of attention, mixture-of-experts, to agents.\n\nExcited to see more on evals. \n\nFirst lessons available now.\n\nhttps://t.co/lpD2idL5co","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981041821598781673","view_count":1442,"bookmark_count":2,"created_at":1761152150000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981041821598781673","full_text":"Great to see advancements in agentic browsers. \n\nOpenAI Atlas is dope and useful for research.\n\nBut it also reminds me how bad computer-use agents are.\n\nIt sucks at editing and formatting.\n\nWays to go still. Lots of opportunities here for founders.\n\nHave you tried it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[43,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]},{"id_str":"776585502606721024","name":"PyTorch","screen_name":"PyTorch","indices":[17,25]},{"id_str":"14930686","name":"Edward Z. Yang","screen_name":"ezyang","indices":[26,33]},{"id_str":"2786323310","name":"Adam Paszke","screen_name":"apaszke","indices":[34,42]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1981082383894839454","view_count":941,"bookmark_count":1,"created_at":1761161821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981035612540166556","full_text":"@soumithchintala @PyTorch @ezyang @apaszke Damn. I miss PyTorch conferences. Cool crew. :)","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1981035612540166556","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":32,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981373662524821996","view_count":14664,"bookmark_count":12,"created_at":1761231267000,"favorite_count":35,"quote_count":1,"reply_count":8,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981373662524821996","full_text":"Not sure what's up with ChatGPT lately.\n\nProjects don't work as they used to.\n\nI have moved all my Projects to Claude Code Skills.\n\nNight and day!\n\nSkills give you so much personalization. They can easily be adapted too!\n\nThe Claude team really cooked with this one.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981360482813710384","view_count":22232,"bookmark_count":179,"created_at":1761228125000,"favorite_count":234,"quote_count":6,"reply_count":15,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1981360482813710384","full_text":"Lookahead Routing for LLMs\n\nProposes Lookahead, a routing framework to enable more informed routing without full inference.\n\nAchieves an average performance gain of 7.7% over the state-of-the-art.\n\nHere is why it works:\n\nLookahead is a new framework for routing in multi-LLM systems, deciding which model should handle each query.\n\nKey idea: Instead of routing based only on the input query, Lookahead predicts latent representations of potential responses, giving it a “peek” into what each model would say without fully generating text.\n\nSmarter decisions: This response-aware prediction makes routing more context-sensitive and accurate, especially for open-ended or preference-driven tasks.\n\nEfficient learning: It’s highly data-efficient, reaching full performance with only 16% of training data compared to baselines, and learns better semantic representations for routing.\n\nDual design: Works with both causal and masked LM variants, generalizing across multiple architectures.\n\nPerformance: Outperforms state-of-the-art routing methods across seven benchmarks, with the biggest gains in nuanced, creative tasks.\n\nLookahead shows that adding lightweight generative foresight can make multi-model systems more adaptive and cost-efficient without needing full model inference.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364255564935339","view_count":13294,"bookmark_count":114,"created_at":1761229025000,"favorite_count":152,"quote_count":4,"reply_count":8,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"Builds an OS agent for long-horizon tasks.\n\nUses step-wise RL and self-evolve training to enable the agent to carry out long-horizon interactions.\n\nInstead of one big model doing everything, it uses multiple cooperating agents. One for memory and context, one for breaking down complex tasks, and another to check and fix mistakes along the way.\n\nThis is another great example of deep agents to personalize user-agent interactions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,10],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2178012643","name":"Balaji","screen_name":"balajis","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"balajis","lang":"qme","retweeted":false,"fact_check":null,"id":"1981348724157681903","view_count":527,"bookmark_count":0,"created_at":1761225322000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981343012010799545","full_text":"@balajis 🚀","in_reply_to_user_id_str":"2178012643","in_reply_to_status_id_str":"1981343012010799545","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,91],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","quoted_status_id_str":"1981373662524821996","quoted_status_permalink":{"url":"https://t.co/Rz4pIlMnvJ","expanded":"https://twitter.com/omarsar0/status/1981373662524821996","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1981433340801798335","view_count":8433,"bookmark_count":4,"created_at":1761245496000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1981432799212249119","full_text":"@OpenAI I have given up on Projects. It used to work so well and not sure what has changed:","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1981432799212249119","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.19386","expanded_url":"https://arxiv.org/abs/2510.19386","url":"https://t.co/FAqW4vi39w","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364268147888248","view_count":2746,"bookmark_count":6,"created_at":1761229028000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"https://t.co/FAqW4vi39w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981364255564935339","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":39,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981798842866557281","view_count":56677,"bookmark_count":291,"created_at":1761332638000,"favorite_count":270,"quote_count":4,"reply_count":23,"retweet_count":23,"user_id_str":"3448284313","conversation_id_str":"1981798842866557281","full_text":"On Skills vs. Subagents\n\nBeen using Skills extensively for the past couple of days.\n\nBut like many other Claude Code users, I've been thinking about the difference between subagents and Skills. \n\nSubagents are useful for handing off subtasks (i.e., separation of concerns) from the main task (e.g., deep research with a planner). \n\nAnd skills are about loading context efficiently with a neat tiered system. \n\nSubagents can also leverage Skills.\n\nAnd I sometimes also use custom commands to orchestrate more complex scenarios. They are all useful features to have. \n\nWho knows? This will probably change again or will be unified into one efficient approach in the near future. \n\nBut one is clear today: planning, orchestrating, and context management are all useful patterns for current LLM-based agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,168],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1981793327956865504","view_count":60156,"bookmark_count":829,"created_at":1761331323000,"favorite_count":624,"quote_count":6,"reply_count":16,"retweet_count":120,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"Fundamentals of Building Autonomous LLM Agents\n\nGreat overview of LLM-based agents.\n\nGreat if you are just getting started with AI agents.\n\nThis covers the basics good. https://t.co/zqWYNKvc4i","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,52],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"221658618","name":"Geoffrey Litt","screen_name":"geoffreylitt","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"geoffreylitt","lang":"en","retweeted":false,"fact_check":null,"id":"1981731826990293142","view_count":671,"bookmark_count":0,"created_at":1761316661000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981720163968749736","full_text":"@geoffreylitt Good take. Roughly how I use AI today.","in_reply_to_user_id_str":"221658618","in_reply_to_status_id_str":"1981720163968749736","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.09244","expanded_url":"https://arxiv.org/abs/2510.09244","url":"https://t.co/BqxCInKwfM","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981793340158034389","view_count":5806,"bookmark_count":60,"created_at":1761331326000,"favorite_count":34,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"https://t.co/BqxCInKwfM","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981793327956865504","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":17,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,133],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1982463725589168152","view_count":13170,"bookmark_count":45,"created_at":1761491159000,"favorite_count":139,"quote_count":3,"reply_count":17,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1982463725589168152","full_text":"Curious how Kimi CLI will stack up against Claude Code and the like. \n\nI think there is a lot of room for innovation with CLI agents. https://t.co/h6lRvpVbXL","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":60,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983175377393479759","view_count":18485,"bookmark_count":56,"created_at":1761660830000,"favorite_count":132,"quote_count":6,"reply_count":26,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"Damn it! Now it’s hard to think of building AI agents without access to the filesystem and agentic search.\n\nClaude Code has spoiled me.\n\nBut my agents are so darn better with bash, glob, grep, files, skills, and the like. \n\nMemory, context engineering, evals, etc — all better.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180523473354906","view_count":44828,"bookmark_count":401,"created_at":1761662057000,"favorite_count":391,"quote_count":2,"reply_count":23,"retweet_count":61,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"Microsoft's open-source game is on 🔥!\n\nThey release Agent Lightning to help optimize multi-agent systems.\n\nIt works with popular agent frameworks. Barely any code change needed.\n\nIntegrates algos like RL, Automatic Prompt Optimization, Supervised Fine-tuning, and more. https://t.co/6dbmVQeLYU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983195339382501476","quoted_status_permalink":{"url":"https://t.co/TfSChnt80H","expanded":"https://twitter.com/taranjeetio/status/1983195339382501476","display":"x.com/taranjeetio/st…"},"retweeted":false,"fact_check":null,"id":"1983200901402927115","view_count":16522,"bookmark_count":58,"created_at":1761666915000,"favorite_count":128,"quote_count":0,"reply_count":10,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1983200901402927115","full_text":"Memory for AI agents is a bigger deal than it looks.\n\nHuge congrats to the Mem0 team on their Series A.\n\nI've been building with mem0 for the past couple of months. It's clear this team is building some impressive stuff.\n\nCheck them out if you are an AI dev building agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1882380791751303168","name":"arti","screen_name":"claudeusmaximus","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"claudeusmaximus","lang":"en","retweeted":false,"fact_check":null,"id":"1983186700810760214","view_count":197,"bookmark_count":0,"created_at":1761663529000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@claudeusmaximus i wouldn't throw away vector dbs just yet -- there is a world where both and even emerging search tools exist","in_reply_to_user_id_str":"1882380791751303168","in_reply_to_status_id_str":"1983181568207401040","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1983186373881561446","view_count":170,"bookmark_count":0,"created_at":1761663452000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@iamrobotbear yeah, that would be great","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1983185724716528105","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1534421484546174976","name":"Taranjeet","screen_name":"taranjeetio","indices":[0,12]},{"id_str":"1670746017828859904","name":"mem0","screen_name":"mem0ai","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"taranjeetio","lang":"en","retweeted":false,"fact_check":null,"id":"1983201017601896723","view_count":1255,"bookmark_count":0,"created_at":1761666943000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983195339382501476","full_text":"@taranjeetio @mem0ai Congrats!","in_reply_to_user_id_str":"1534421484546174976","in_reply_to_status_id_str":"1983195339382501476","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/microsoft/agen…","expanded_url":"https://github.com/microsoft/agent-lightning","url":"https://t.co/guN9Q93Uig","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180535943118949","view_count":3508,"bookmark_count":32,"created_at":1761662060000,"favorite_count":35,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"https://t.co/guN9Q93Uig","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983180523473354906","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":42,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983630211506958699","view_count":14776,"bookmark_count":6,"created_at":1761769271000,"favorite_count":38,"quote_count":3,"reply_count":12,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983630211506958699","full_text":"What happened to AGI?\n\nI don't see anyone mentioning it on my timeline anymore. \n\nApparently, it's now ASI. :)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983637226996298210","view_count":28999,"bookmark_count":172,"created_at":1761770943000,"favorite_count":178,"quote_count":0,"reply_count":18,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1983637226996298210","full_text":"There is so much value in data for training/tuning LLM agents.\n\nBut there aren't too many good public ones.\n\nIf you do find a good one, it's not in a standard format, and tools vary.\n\nAgent Data Protocol attempts to solve this by unifying datasets for fine-tuning LLM agents. https://t.co/pzSkHzoNlT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.24699","expanded_url":"https://arxiv.org/abs/2510.24699","url":"https://t.co/Vqy0hRwKOR","indices":[1530,1553]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983646041850495140","view_count":25802,"bookmark_count":387,"created_at":1761773045000,"favorite_count":343,"quote_count":3,"reply_count":11,"retweet_count":51,"user_id_str":"3448284313","conversation_id_str":"1983646041850495140","full_text":"This is actually a clever context engineering technique for web agents.\n\nIt's called AgentFold, an agent that acts as a self-aware knowledge manager.\n\nIt treats context as a dynamic cognitive workspace by folding information at different scales:\n\n- Light folding: Compressing small details while keeping the important stuff\n\n- Deep folding: Combining multiple steps or tasks into a simplified summary\n\nMore of my notes:\n\n1) Solving context saturation – Traditional ReAct-based web agents accumulate noisy histories, causing context overload, while fixed summarization methods risk irreversible information loss. AgentFold introduces a dynamic folding paradigm that balances detail preservation with efficient compression.\n\n2) Proactive context management – Rather than passively logging history, AgentFold actively manages its workspace through multi-scale folding operations, adapting to task complexity and information density in real-time.\n\n3) Impressive efficiency – AgentFold-30B achieves 36.2% on BrowseComp and 47.3% on BrowseComp-ZH, outperforming dramatically larger open-source models like DeepSeek-V3.1-671B and surpassing proprietary agents like OpenAI's o4-mini.\n\n4) Simple training approach – Achieved through SFT without requiring continual pre-training or RL, making it more accessible for AI practitioners.\n\n5) Significant resource advantage – Achieves competitive performance with 30B parameters versus competitors using 671B+ parameters. Major efficiency gains for web agent development and deployment.\n\nPaper: https://t.co/Vqy0hRwKOR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,94],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2309105822","name":"Eric Jang","screen_name":"ericjang11","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"ericjang11","lang":"en","retweeted":false,"fact_check":null,"id":"1983341537150054546","view_count":614,"bookmark_count":0,"created_at":1761700445000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983257382739390820","full_text":"@ericjang11 So cool to see your years of work come to life like this. What an exciting future.","in_reply_to_user_id_str":"2309105822","in_reply_to_status_id_str":"1983257382739390820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983558992141189401","view_count":3,"bookmark_count":0,"created_at":1761752291000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician in what sense?","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983557629315068111","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"240008974","name":"Greg Kamradt","screen_name":"GregKamradt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"GregKamradt","lang":"en","retweeted":false,"fact_check":null,"id":"1983557531348988200","view_count":124,"bookmark_count":1,"created_at":1761751942000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983186681240174791","full_text":"@GregKamradt I used to do this a lot but now I just switch to plan mode when I don’t want code to be written. And then switch back to auto edits or manually approved edits depending on complexity of task. Shift + Tab does it for me.","in_reply_to_user_id_str":"240008974","in_reply_to_status_id_str":"1983186681240174791","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,18],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1495078042498002950","name":"finbarr","screen_name":"finbarrtimbers","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"finbarrtimbers","lang":"qme","retweeted":false,"fact_check":null,"id":"1983523296873214152","view_count":417,"bookmark_count":0,"created_at":1761743780000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983272290520576182","full_text":"@finbarrtimbers ❤️","in_reply_to_user_id_str":"1495078042498002950","in_reply_to_status_id_str":"1983272290520576182","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983560946405589395","view_count":4,"bookmark_count":0,"created_at":1761752757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician Not sure how others use Claude Code, but I am using both MCP and Skills in all my workflows.","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983559552910966963","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":51,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892163990843692","view_count":21556,"bookmark_count":239,"created_at":1761831725000,"favorite_count":294,"quote_count":5,"reply_count":11,"retweet_count":54,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Graph-based Agent Planning\n\nIt lets AI agents run multiple tools in parallel to accelerate task completion.\n\nUses graphs to map tool dependencies + RL to learn the best execution order.\n\nRL also helps with scheduling strategies and planning.\n\nMajor speedup for complex tasks. https://t.co/3w5rluxJfm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983662836896448756","quoted_status_permalink":{"url":"https://t.co/fHpZcgxjzl","expanded":"https://twitter.com/cognition/status/1983662836896448756","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1983892272492978178","view_count":7503,"bookmark_count":12,"created_at":1761831751000,"favorite_count":30,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983892272492978178","full_text":"It's pretty exciting to see how fast agentic models are getting. \n\nBesides improved reliability, speed is a must for coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915573215162873","view_count":41421,"bookmark_count":142,"created_at":1761837306000,"favorite_count":320,"quote_count":3,"reply_count":21,"retweet_count":34,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🚀 MiniMax-M2 is the new top-tier open model for agentic workflows and advanced coding.\n\n• #1 Open-source Model & #4 Intelligence (Artificial Analysis)\n• 200k context window (128K max output tokens)\n• ~100 TPS throughput\n• 8% Claude Sonnet price, ~2x faster\n\nMore details: https://t.co/75bNpTJmY4","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983963939646881854","quoted_status_permalink":{"url":"https://t.co/BylacwdRYN","expanded":"https://twitter.com/claudeai/status/1983963939646881854","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1983976239531761888","view_count":38493,"bookmark_count":253,"created_at":1761851770000,"favorite_count":219,"quote_count":1,"reply_count":6,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"This has been one of the most epic uses of Skills.\n\nBuilding, testing, and optimizing MCP tools.\n\nA few of my MCP tools are agent-powered, so I ended up generalizing the skill to optimize agents and context.\n\nWriting, evals, data analysis, most of it moved to Claude Code now. 🚀","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983916779660362154","view_count":3130,"bookmark_count":2,"created_at":1761837594000,"favorite_count":11,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Personally, it's very exciting to see open efforts for models that do well for agentic workflows. \n\nLet me know if you would like to see a guide on this and how I have started to use it for AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915652764332401","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983979069432852744","view_count":3251,"bookmark_count":6,"created_at":1761852445000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983976239531761888","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915592055968239","view_count":1086,"bookmark_count":4,"created_at":1761837311000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🐙 Engineered for Agents & Code\n\n• M2 excels in math, science, and code.\n• #1 Open-source Model & #4 Intelligence (by Artificial Analysis & LMArena)\n• Crushes SWE-Bench + Terminal-Bench.\n• Comparable to top proprietary models in BrowseComp.\n\nPowered by MiniMax’s CISPO scaling algorithm, the technique is highlighted in Meta’s \"Art of Scaling RL Compute.\"","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915573215162873","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,189],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915607608455540","view_count":525,"bookmark_count":2,"created_at":1761837314000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"1️⃣ #1 on OpenRouter's Top Today Chart!\n\nJust a few days after release, it's trending to be the top open-source model in terms of token usage in OpenRouter.\n\nIt's taking off really quickly. https://t.co/MIa57aZyLd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915592055968239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915623181894127","view_count":459,"bookmark_count":1,"created_at":1761837318000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"👨💻 Agentic Intelligence, Simplified\n\nSupports full dev cycles: multi-file edits → run → debug → auto-fix.\n\nM2 enables developers to transition seamlessly from the shell to the browser to MCP tools. Great for agents & long-horizon tasks.\n\nM2 plans, executes, retrieves, and self-corrects autonomously.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915607608455540","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/MiniMax-AI/Min…","expanded_url":"https://github.com/MiniMax-AI/MiniMax-M2","url":"https://t.co/cBgswjsHzG","indices":[250,273]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915635655766483","view_count":977,"bookmark_count":4,"created_at":1761837321000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🧠 Built for Efficiency & Accuracy\n\nBuilt for multi-hop, retrieval-heavy reasoning.\n\nM2 also shows that activation size matters.\n\nIt uses 10B activations, which leads to more responsive agent loops + better unit economics.\n\nMore info in the repo: https://t.co/cBgswjsHzG","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915623181894127","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,250],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/elvism2","expanded_url":"https://bit.ly/elvism2","url":"https://t.co/i0r1R48XXb","indices":[107,130]},{"display_url":"platform.minimax.io/docs/guides/te…","expanded_url":"https://platform.minimax.io/docs/guides/text-generation","url":"https://t.co/YdCOkaAbo2","indices":[138,161]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915652764332401","view_count":3905,"bookmark_count":12,"created_at":1761837325000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Free for all devs, globally via MiniMax Agent and APIs for a limited time.\n\nTry it:\n🔹 MiniMax Agent (Web): https://t.co/i0r1R48XXb\n🔹 API: https://t.co/YdCOkaAbo2\n\nAlso live across Claude Code, Cursor, Cline, Roo Code, Grok CLI, Gemini CLI & more. https://t.co/chVipM5l6O","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915635655766483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,180],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1983976239531761888","url":"https://t.co/O5K64wV3Sg","indices":[157,180]}],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1983976239531761888","quoted_status_permalink":{"url":"https://t.co/O5K64wV3Sg","expanded":"https://x.com/omarsar0/status/1983976239531761888","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1983977067374113202","view_count":1536,"bookmark_count":9,"created_at":1761851968000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983961480254083225","full_text":"@trq212 Actually, the easiest might be Claude Code + Skills. ;)\n\nSkills have allowed me to better package best practices into how I build agentic systems. \n\nhttps://t.co/O5K64wV3Sg","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1983961480254083225","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.25320","expanded_url":"https://arxiv.org/abs/2510.25320","url":"https://t.co/1Zv2ziLTDV","indices":[7,30]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892176892522642","view_count":3223,"bookmark_count":17,"created_at":1761831728000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Paper: https://t.co/1Zv2ziLTDV","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983892163990843692","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","retweeted":false,"fact_check":null,"id":"1983979175020003663","view_count":1234,"bookmark_count":2,"created_at":1761852470000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983963930356752820","full_text":"Thanks for the feature. I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1983963941199102450","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":65,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983556187632365712","quoted_status_permalink":{"url":"https://t.co/Q5cfxJfnTr","expanded":"https://twitter.com/zeeg/status/1983556187632365712","display":"x.com/zeeg/status/19…"},"retweeted":false,"fact_check":null,"id":"1984069751518515644","view_count":12338,"bookmark_count":19,"created_at":1761874065000,"favorite_count":48,"quote_count":0,"reply_count":6,"retweet_count":6,"user_id_str":"3448284313","conversation_id_str":"1984069751518515644","full_text":"The “MCP is dead” camp is just as clueless as the “RAG is dead” camp.\n\nThey have absolutely no clue what they are talking about.\n\nJust watch what happens in the next couple of weeks in this timeline.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984235423707844958","view_count":37257,"bookmark_count":179,"created_at":1761913564000,"favorite_count":141,"quote_count":0,"reply_count":11,"retweet_count":14,"user_id_str":"3448284313","conversation_id_str":"1984235423707844958","full_text":"Excited to announce our academy's first cohort-based course, Building Effective AI Agents.\n\nThis is the one solution that teaches, end-to-end, how to build, evaluate, and deploy AI agents.\n\nFor 1 month, you'll build with cutting-edge techniques like memory and deep agents. https://t.co/WSHrGS0mnU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984248563711586493","view_count":40089,"bookmark_count":263,"created_at":1761916697000,"favorite_count":442,"quote_count":2,"reply_count":40,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"The more I use Claude Code, the more it makes me believe that I can build whatever I want.\n\nIt coded this little feature flawlessly in one shot.\n\nIt's a luxury feature (I haven't had the time to implement it) that lots of people have been asking for our guides. \n\nShipping soon! https://t.co/qISPApi7lS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1984251183331262739","quoted_status_permalink":{"url":"https://t.co/McUYOwPQJa","expanded":"https://twitter.com/dair_ai/status/1984251183331262739","display":"x.com/dair_ai/status…"},"retweeted":false,"fact_check":null,"id":"1984253171334893809","view_count":7641,"bookmark_count":13,"created_at":1761917796000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984253171334893809","full_text":"One of the many AI-powered tools we are providing to our academy subs. \n\nIt's in beta, but I believe it's already extremely useful to students navigating technical AI courses. \n\nIt can even translate, which is a super boost for some of our learners.\n\nStay tuned for more!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863959670169501696","name":"Kimi.ai","screen_name":"Kimi_Moonshot","indices":[0,14]},{"id_str":"1471128655699062784","name":"Zed","screen_name":"zeddotdev","indices":[15,25]}]},"favorited":false,"in_reply_to_screen_name":"Kimi_Moonshot","lang":"en","retweeted":false,"fact_check":null,"id":"1984251629026308362","view_count":1722,"bookmark_count":0,"created_at":1761917428000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984207733177090274","full_text":"@Kimi_Moonshot @zeddotdev Huge! Congrats, team.","in_reply_to_user_id_str":"1863959670169501696","in_reply_to_status_id_str":"1984207733177090274","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,103],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38821351","name":"Klaas","screen_name":"forgebitz","indices":[0,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}]},"favorited":false,"in_reply_to_screen_name":"forgebitz","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984237838779703623","view_count":1164,"bookmark_count":4,"created_at":1761914140000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984214576033100048","full_text":"@forgebitz Interesting idea. I was thinking of the same lately after seeing this in the Anthropic docs: https://t.co/gAARQYnsOO","in_reply_to_user_id_str":"38821351","in_reply_to_status_id_str":"1984214576033100048","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,204],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","retweeted":false,"fact_check":null,"id":"1984304979671224702","view_count":5995,"bookmark_count":2,"created_at":1761930148000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984304194837528864","full_text":"@OpenAI I really wish Atlas would improve on more advanced browser operations. It can click buttons and do regular browsing, but it gets stuck quite often when it's adding, formatting, or creating things.","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1984304194837528864","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"promptingguide.ai/agents/deep-ag…","expanded_url":"https://www.promptingguide.ai/agents/deep-agents","url":"https://t.co/EP15vqHmOL","indices":[108,131]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984280472365760852","view_count":6547,"bookmark_count":14,"created_at":1761924305000,"favorite_count":19,"quote_count":0,"reply_count":4,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"This is roughly how it would work. You can click on copy markdown or send the guide to ChatGPT or Claude. \n\nhttps://t.co/EP15vqHmOL https://t.co/hUXeh130Du","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984248563711586493","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1984281498057687053","view_count":3350,"bookmark_count":3,"created_at":1761924549000,"favorite_count":11,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"I am pushing out lots of improvements to the guide, including new advanced guides, in the coming weeks. \n\nClaude Code has been instrumental in maintaining this open-source project.\n\nI feel like I can now ship all the luxury features I had in mind for the guide. More soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984280472365760852","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","retweeted":false,"fact_check":null,"id":"1984281863679328336","view_count":504,"bookmark_count":0,"created_at":1761924637000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"@theideogenesis I have been trying it for the past couple of weeks, but it just doesn't stick for some reason.","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1984281595214492083","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":32,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984641893519839271","view_count":81503,"bookmark_count":449,"created_at":1762010474000,"favorite_count":505,"quote_count":3,"reply_count":32,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"Simplicity is at the heart of great software.\n\nThis is one of the reasons why Claude Code has been sticky for me.\n\nAs a builder, I love planning and brainstorming, and this is now a key focus of Claude Code.\n\nI use Shift + Tab a lot to cycle between brainstorming, planning, and execution.\n\nThis functionality provides the appropriate interface for me to either be very involved or less involved as I please.\n\nThis works particularly well when building out new and complex features or entire new projects.\n\nThis saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that.\n\nI have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed.\n\nVibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1984647765377307081","view_count":923,"bookmark_count":0,"created_at":1762011874000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984645815361814672","full_text":"@OfficialLoganK 💯 vibe coding removes so many barriers","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1984645815361814672","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,80],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1899832852910624768","name":"CrazyAI Tech","screen_name":"CrazyAITech","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"CrazyAITech","lang":"en","retweeted":false,"fact_check":null,"id":"1984645346706747549","view_count":1624,"bookmark_count":1,"created_at":1762011298000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@CrazyAITech there is a good reason why i use it inside the IDE but yeah i agree","in_reply_to_user_id_str":"1899832852910624768","in_reply_to_status_id_str":"1984644313788133486","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1727823147045388288","name":"TrevorPillows","screen_name":"TrevorPillowsSa","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"TrevorPillowsSa","lang":"en","retweeted":false,"fact_check":null,"id":"1984648134706774371","view_count":79,"bookmark_count":0,"created_at":1762011962000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@TrevorPillowsSa it's not only bugs... it's design taste, architecture decisions, and other important decisions","in_reply_to_user_id_str":"1727823147045388288","in_reply_to_status_id_str":"1984647392453673433","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":21,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985022450606714899","view_count":36665,"bookmark_count":107,"created_at":1762101206000,"favorite_count":127,"quote_count":1,"reply_count":19,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Proactive agents are going to fundamentally change how we interact with software.\n\nTraditional software and UI/UX are about to get a major upgrade.\n\nProactive agents will eliminate broken interfaces.\n\nWe know really well that the way we interact with computers and devices today is broken (including mobile phones), and I believe we might finally be able to fix that.\n\nProactive agents will carry out an insane amount of work for you, and the way we provide them feedback and assess outputs cannot be supported by current interfaces.\n\nCurrent interfaces limit proactive agents.\n\nWe need to reassess how we interact with software, hardware, and digital information. There is a lot of work to do on the research and engineering front. First-principles thinking will thrive here.\n\nThe change is coming whether you like it or not.\n\nI can't wait for the day when I don't have to waste time looking or chatting for information in a million tabs in my browser.\n\nMost of my work already happens in Claude Code. From writing, to evals, to data analysis, to deep research, all the way to coding entire apps and building new experiences for our communities. Coding agents also scale nicely with parallelizing tasks. But that's touching the surface. I believe it's a glimpse of the future that's coming. A new form factor could emerge, too.\n\nI also like using ChatGPT Pulse daily, which is basically a proactive AI looking for what it thinks I will enjoy reading. Not only that, it is also shaping my health habits and how to improve as a person.\n\nProactive agents will be able to work 24 hours a day (all year round), which means more can get done in shorter timelines, leading to significant boosts in productivity across the board.\n\nI know for many, this will feel like a very optimistic view. I, too, will acknowledge the limitations of LLM-based agents. But I am already building personalized proactive agents for the future, and even with its current limitations, it's already enabling and accelerating my impact through various efforts in open-source, consulting, science, and education. I feel like we have built a good foundation to accelerate how much positive impact we can bring to our customers and communities.\n\nThe most exciting change I am witnessing in my life is the balance that this technology brings. I can finally build relentlessly (with AI assistants), take care of my health (and those of my loved ones), and explore new passions. Proactive agents will only accelerate this further.\n\nLots of changes, socially, economically, culturally, and philosophically, will happen. Still thinking deeply about how this changes the way we accelerate humanity. \n\nFeel free to disagree/agree with me. I would love to genuinely hear how others are thinking of a future with abundant AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"GoogleAIStudio","lang":"en","retweeted":false,"fact_check":null,"id":"1985095499926360108","view_count":1428,"bookmark_count":0,"created_at":1762118623000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985095028612698534","full_text":"@GoogleAIStudio Great addition. Thank you!","in_reply_to_user_id_str":"1742923424056713217","in_reply_to_status_id_str":"1985095028612698534","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,286],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3284645496","name":"Md. Mehedi Hasan Rakib","screen_name":"mehedi_u","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"mehedi_u","lang":"en","retweeted":false,"fact_check":null,"id":"1985028498180710883","view_count":282,"bookmark_count":0,"created_at":1762102648000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Great question. That's why I initially started this note on interfaces. I think that's where a lot of innovation needs to happen. I suspect new form factors or changing fundamentally how we interact with AI/software. On the agency part, I think that's where personalization or true understanding of our individual experiences will come into play. I don't think AI is there today. Lots to think about here, but just sharing quick thoughts.","in_reply_to_user_id_str":"3284645496","in_reply_to_status_id_str":"1985027377013961156","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1985023375563981297","view_count":173,"bookmark_count":0,"created_at":1762101427000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@SrinivasValekar One of the areas I am spending a lot of time on recently. So much we can build here.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1985023080251695430","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"102288215","name":"Swayson","screen_name":"Swayson","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Swayson","lang":"en","retweeted":false,"fact_check":null,"id":"1985024481581023458","view_count":123,"bookmark_count":0,"created_at":1762101691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@Swayson I can admit there were issues early on but this has improved with better interfaces and workflows.","in_reply_to_user_id_str":"102288215","in_reply_to_status_id_str":"1985024027010998610","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,185],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4697265492","name":"Ak afridi","screen_name":"afridi_aka1","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"afridi_aka1","lang":"en","retweeted":false,"fact_check":null,"id":"1985029233710678035","view_count":72,"bookmark_count":0,"created_at":1762102824000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@afridi_aka1 I like the mention of intuity here. So much progress on personalization needs to happen. And I think that's the area that we, as a field, have not been able to crack (yet).","in_reply_to_user_id_str":"4697265492","in_reply_to_status_id_str":"1985028663050375633","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,195],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"346640777","name":"Matt Pocock","screen_name":"mattpocockuk","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mattpocockuk","lang":"en","retweeted":false,"fact_check":null,"id":"1985025447625896143","view_count":2925,"bookmark_count":2,"created_at":1762101921000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984971345839439880","full_text":"@mattpocockuk Windsurf takes the crown for me. Haven't had the need to change it since I installed it. I know their team has worked really hard on the tab to complete, and they keep improving it.","in_reply_to_user_id_str":"346640777","in_reply_to_status_id_str":"1984971345839439880","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":40,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348779193860414","view_count":31167,"bookmark_count":168,"created_at":1762179009000,"favorite_count":150,"quote_count":2,"reply_count":13,"retweet_count":22,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Long-term memory doesn't have to suck!\n\nHere is the problem: even LLMs with 1M token windows struggle substantially as dialogues lengthen.\n\nRaw context capacity alone is insufficient for effective long-term conversational memory.\n\nOn the other hand, hybrid memory approaches work really well on AI agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985358804469284945","view_count":6743,"bookmark_count":10,"created_at":1762181399000,"favorite_count":51,"quote_count":1,"reply_count":7,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985358804469284945","full_text":"Vibe coding is cute, but pair it with intentional development cycles, and watch how far you can take a project with coding agents today.\n\nLearn to code and vibe code. You won't regret it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985353551984427435","view_count":11085,"bookmark_count":75,"created_at":1762180147000,"favorite_count":92,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985353551984427435","full_text":"Cool project showcasing the use of multi-agent systems for scientific research. https://t.co/zTBaYYbrcd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985383441953923221","quoted_status_permalink":{"url":"https://t.co/afIj7eO4Ef","expanded":"https://twitter.com/garrytan/status/1985383441953923221","display":"x.com/garrytan/statu…"},"retweeted":false,"fact_check":null,"id":"1985406276986098174","view_count":22025,"bookmark_count":62,"created_at":1762192718000,"favorite_count":84,"quote_count":1,"reply_count":14,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985406276986098174","full_text":"Mostly agree with this. \n\n\"Write evals\" sounds scary to most people, but it's a stand-out skill for AI agent builders today.\n\nFrom building datasets to verification to understanding how to connect metrics to business value.\n\nEvals are now a requirement in our academy.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348795098673594","view_count":781,"bookmark_count":14,"created_at":1762179013000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"This paper proposes LIGHT, a cognitive-inspired framework that equips LLMs with three complementary memory systems.\n\n(Paper in the last tweet)\n\n- 1) episodic memory - a vector database storing key-value pairs and summaries of dialogue turns for retrieval,\n- 2) working memory - the most recent dialogue pairs, and\n- 3) a scratchpad - an iteratively compressed semantic layer that accumulates salient facts, user instructions, and temporal anchors after each turn.\n\nAt inference time, the LLM generates responses by conditioning on retrieved episodic content, working memory context, and filtered scratchpad entries relevant to the query.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348779193860414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985348807849300249","view_count":2947,"bookmark_count":1,"created_at":1762179016000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Key Results/Insights:\n\nLIGHT consistently outperforms both long-context LLMs and RAG baselines across all conversation lengths, with improvements growing as context increases: +49-60% at 100K-1M tokens, and dramatic +107-156% gains at 10M tokens where no model natively supports full context.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348795098673594","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.27246","expanded_url":"https://arxiv.org/abs/2510.27246","url":"https://t.co/wR2fwdzVoJ","indices":[421,444]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348825197039718","view_count":2942,"bookmark_count":4,"created_at":1762179020000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"The framework shows the largest relative improvements in tasks requiring long-range reasoning: summarization (+160.6%), multi-hop reasoning (+27.2%), and preference following (+76.5%).\n\nAblation studies reveal that all components become increasingly essential as context grows. At 10M tokens, removing any single component causes significant performance drops (retrieval -8.5%, scratchpad -3.7%, noise filtering -8.3%).\n\nhttps://t.co/wR2fwdzVoJ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348807849300249","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"12963432","name":"Armin Ronacher ⇌","screen_name":"mitsuhiko","indices":[0,10]},{"id_str":"1901022787164401666","name":"Amp","screen_name":"AmpCode","indices":[11,19]}]},"favorited":false,"in_reply_to_screen_name":"mitsuhiko","lang":"en","retweeted":false,"fact_check":null,"id":"1985380447614894151","view_count":993,"bookmark_count":0,"created_at":1762186559000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985338965516247395","full_text":"I find this puzzling as well. Like, there are so many ways to use coding agents, and there are even free ones too. \n\nI use coding agents (paid ones) for my side projects, as it also provides a good test bed to gain experience on where to improve my workflows and pushes me to figure out how to ship things faster.","in_reply_to_user_id_str":"12963432","in_reply_to_status_id_str":"1985338965516247395","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":42,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985745152204554720","view_count":18124,"bookmark_count":215,"created_at":1762273512000,"favorite_count":216,"quote_count":3,"reply_count":12,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1985745152204554720","full_text":"Tools-to-Agent Retrieval\n\nThis work presents a unified vector space embedding of both tools and agents with metadata links.\n\nEnables fine-grained tool-level and agent retrieval.\n\nIt's a great context engineering approach in that it retrieves at both the tool and agent levels using a joint index, returning whichever better matches the query.\n\nIt preserves fine-grained tool details while keeping the agent context intact, avoiding the information loss from collapsing many tools into coarse descriptions.\n\nThis is useful for scaling tools and multi-agent systems.\n\nHuge improvements on LiveMCPBench.\n\nPaper: arxiv. org/abs/2511.01854","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747392558481584","view_count":114,"bookmark_count":4,"created_at":1762274046000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747392558481584","full_text":"Context Engineering 2.0\n\nThis reports discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747789796483109","view_count":79242,"bookmark_count":865,"created_at":1762274141000,"favorite_count":744,"quote_count":9,"reply_count":30,"retweet_count":147,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"Context Engineering 2.0\n\nThis report discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities, so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"974757274206978049","name":"cat","screen_name":"_catwu","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"_catwu","lang":"en","retweeted":false,"fact_check":null,"id":"1985763059403473162","view_count":227,"bookmark_count":0,"created_at":1762277781000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985754411675930775","full_text":"@_catwu Nice. Thanks!","in_reply_to_user_id_str":"974757274206978049","in_reply_to_status_id_str":"1985754411675930775","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,61],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1962061010849697792","name":"Min Chon Chi","screen_name":"MinChonChiSF","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"MinChonChiSF","lang":"en","retweeted":false,"fact_check":null,"id":"1985756195013918736","view_count":1692,"bookmark_count":0,"created_at":1762276145000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"@MinChonChiSF Yeah, that's the part I like about this report.","in_reply_to_user_id_str":"1962061010849697792","in_reply_to_status_id_str":"1985755327250260413","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":69,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1986099467914023194","view_count":173591,"bookmark_count":2609,"created_at":1762357987000,"favorite_count":1520,"quote_count":11,"reply_count":55,"retweet_count":233,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"Anthropic just posted another banger guide.\n\nThis one is on building more efficient agents to handle more tools and efficient token usage.\n\nThis is a must-read for AI devs!\n\n(bookmark it)\n\nIt helps with three major issues in AI agent tool calling: token costs, latency, and tool composition.\n\nHow? It combines code executions with MCP, where it turns MCP servers into code APIs rather than direct tool calls.\n\nHere is all you need to know:\n\n1. Token Efficiency Problem: Loading all MCP tool definitions upfront and passing intermediate results through the context window creates massive token overhead, sometimes 150,000+ tokens for complex multi-tool workflows.\n\n2. Code-as-API Approach: Instead of direct tool calls, present MCP servers as code APIs (e.g., TypeScript modules) that agents can import and call programmatically, reducing the example workflow from 150k to 2k tokens (98.7% savings).\n\n3. Progressive Tool Discovery: Use filesystem exploration or search_tools functions to load only the tool definitions needed for the current task, rather than loading everything upfront into context. This solves so many context rot and token overload problems.\n\n4. In-Environment Data Processing: Filter, transform, and aggregate data within the code execution environment before passing results to the model. E.g., filter 10,000 spreadsheet rows down to 5 relevant ones.\n\n5. Better Control Flow: Implement loops, conditionals, and error handling with native code constructs rather than chaining individual tool calls through the agent, reducing latency and token consumption.\n\n6. Privacy: Sensitive data can flow through workflows without entering the model's context; only explicitly logged/returned values are visible, with optional automatic PII tokenization.\n\n7. State Persistence: Agents can save intermediate results to files and resume work later, enabling long-running tasks and incremental progress tracking.\n\n8. Reusable Skills: Agents can save working code as reusable functions (with SKILL .MD documentation), building a library of higher-level capabilities over time.\n\nThis approach is complex and it's not perfect, but it should enhance the efficiency and accuracy of your AI agents across the board.\n\nanthropic. com/engineering/code-execution-with-mcp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[136,146]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986118895108002012","view_count":11456,"bookmark_count":36,"created_at":1762362619000,"favorite_count":44,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Confidence is everything when building great software.\n\nLove how Yansu is approaching this.\n\nYansu is a new AI coding platform built by @isoformai for serious and complex software development.\n\nIt puts scenario simulation before coding.\n\nHere is the sauce: https://t.co/GSPmLAr09r","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1985755284527010167","quoted_status_permalink":{"url":"https://t.co/94DayvkGsO","expanded":"https://twitter.com/cognition/status/1985755284527010167","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1986078529641975809","view_count":10506,"bookmark_count":28,"created_at":1762352995000,"favorite_count":61,"quote_count":0,"reply_count":5,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986078529641975809","full_text":"Code understanding is a huge unlock for devs building with coding agents. \n\nWindsurf Codemaps is an exciting feature and a good example of what effective and automatic context engineering looks like.\n\nThis really has the potential to unleash 10x AI engineers. https://t.co/gRkHxdSMmx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2173922899","name":"Shubham Desale","screen_name":"Shubham_dd","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Shubham_dd","lang":"en","retweeted":false,"fact_check":null,"id":"1986140364860805600","view_count":5139,"bookmark_count":0,"created_at":1762367738000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@Shubham_dd Yeah I think I read that too.","in_reply_to_user_id_str":"2173922899","in_reply_to_status_id_str":"1986137343393472532","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"723459461751418880","name":"Adam Dittrich","screen_name":"AdamDittrichOne","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"AdamDittrichOne","lang":"en","retweeted":false,"fact_check":null,"id":"1986181460055728423","view_count":3585,"bookmark_count":0,"created_at":1762377536000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@AdamDittrichOne I am working on some new material to make all of these context engineering approaches and MCP building more accessible. More soon.","in_reply_to_user_id_str":"723459461751418880","in_reply_to_status_id_str":"1986157072690389145","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/491WwY7","expanded_url":"https://bit.ly/491WwY7","url":"https://t.co/tM2N0plpAc","indices":[250,273]}],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[49,59]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986119200822468838","view_count":3986,"bookmark_count":6,"created_at":1762362692000,"favorite_count":18,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Don't just take my word for it.\n\nWith Yansu, the @isoformai team is already helping mid-market enterprise clients cut time to value by 83%.\n\nIt has saved up to $100,000 per project.\n\nAnd even helped teams recover 3-6 months of revenue.\n\nTry it here: https://t.co/tM2N0plpAc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986119188600197486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":66,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439248745275577","view_count":50988,"bookmark_count":636,"created_at":1762438997000,"favorite_count":429,"quote_count":0,"reply_count":23,"retweet_count":48,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Building MCP tools for LLMs is a standout AI skill today.\n\nI just launched a short, hands-on lab to help everyone build their first MCP server and integrate it with AI tools like ChatGPT and Claude.\n\nAnyone (even non-technical people) will find the lab useful.\n\nWhat you will learn:\n\n- How to index your data into Pinecone (popular vector store)\n- Build an MCP server in n8n on top of the data source\n- Build and connect an agentic search tool that efficiently retrieves data from your Pinecone datasource\n- And connect and test your MCP server and tools inside ChatGPT and Claude\n\nLearn it once and scale it to your projects and any domain.\n\nCertificate of completion available!\n\nFull breakdown, dataset, n8n workflows, and prompts provided in the course. Link in the comments 👇","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986568278605521009","view_count":54689,"bookmark_count":381,"created_at":1762469760000,"favorite_count":391,"quote_count":4,"reply_count":35,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"Claude Code + Bash + Skills is all you need!\n\nJokes aside, after playing around with a couple of computer-using agents, I gave up on them. \n\nThey are heavily optimized for clicking on common buttons and interfaces (e.g., order delivery), but suck at actual creative work like writing, editing, formatting, etc.\n\nI decided to move those workflows to Claude Code + Skills. I wasn't so hopeful because, unlike other tasks, creative tasks benefit from visual cues, hence the strong urge to use computer-using agents. \n\nNight and day! \n\nTurns out Claude Code + bash + Skills is all I needed for the creative work I was trying to get done with computer-use agents for months. \n\nFor some of these creative workflows, it has helped to build small apps to establish visual awareness for both my and CC's context. I guess that's where vibe coding comes into play. \n\nMy Skills use cases continue to grow. I think it has the potential to remain for a very long time. \n\nClaude Code now supports about 80% of all my workflows (from vibe coding to writing to research). And I couldn't be happier and more productive.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEnZB0a","indices":[242,265]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986222200878215332","view_count":14725,"bookmark_count":47,"created_at":1762387249000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"MCP, when used correctly with AI agents, is extremely high-leverage. \n\nTo make MCP more approachable, I just launched our first course on the topic. \n\nAs the name implies, anyone can take and find this short course useful. Check it out here: https://t.co/yMwUEnZB0a","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986099467914023194","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1986222334504558940","view_count":9394,"bookmark_count":8,"created_at":1762387281000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"We are diving deep into MCP in the academy, and we have a huge lineup of content, courses, and tools to learn more advanced MCP design patterns, including the one posted by Anthropic.\n\nWe are just touching the surface of what's possible with MCP and how to leverage it in AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986222200878215332","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1986506193943044222","view_count":4167,"bookmark_count":2,"created_at":1762454958000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1986503927857033453","full_text":"@OfficialLoganK Oh nice! I have cool idea how for how to use this. This is exactly I was looking for today. Video tutorial dropping soon!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1986503927857033453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1986560488164237696","view_count":2413,"bookmark_count":0,"created_at":1762467903000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986503070734557568","full_text":"What a legend! Very fortunate to have crossed paths, even if it lasted a short time. \n\nWhen I think of PyTorch, I think of you.\nThat's how big your impact has been.\n\nI still remember meeting you at the first-ever PyTorch conference and asking for your thoughts on building more educational content around PyTorch. I didn't have the confidence and thought you would see it as a waste of time.\n\nIn fact, you approached me, which was kind of an amazing experience, given that I was just a beginner (foreign PhD student) and had not really gotten into the PyTorch/AI education in depth. That gave me a boost of confidence. \n\nAnd it also told me that PyTorch was a special community. Heck, I even wrote my entire thesis codebase on PyTorch and onboarded 100s of other students to use it, so thank you!\n\nThanks for all the dedication. Very inspiring. \nI am sure you will find something new that continues to keep you on the edge. 👏","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1986503070734557568","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEo08PI","indices":[18,41]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439260736811422","view_count":4097,"bookmark_count":37,"created_at":1762439000000,"favorite_count":22,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Get started here: https://t.co/yMwUEo08PI","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986439248745275577","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1177948663022325760","name":"Seth Hobson","screen_name":"TraderAegis","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"TraderAegis","lang":"en","retweeted":false,"fact_check":null,"id":"1986579464738738609","view_count":792,"bookmark_count":0,"created_at":1762472427000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"@TraderAegis I haven’t had the time to bundle things into plugins yet but will be exploring in the coming days.","in_reply_to_user_id_str":"1177948663022325760","in_reply_to_status_id_str":"1986573040432410957","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,88],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1725136792347688960","name":"Eddie Otudor","screen_name":"eddieabasi","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"eddieabasi","lang":"en","retweeted":false,"fact_check":null,"id":"1986428393169031448","view_count":1407,"bookmark_count":0,"created_at":1762436409000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@eddieabasi I don’t think so. I think it is a case of not engineering enough around MCP.","in_reply_to_user_id_str":"1725136792347688960","in_reply_to_status_id_str":"1986423755154071604","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":18,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986831275144138756","view_count":29348,"bookmark_count":312,"created_at":1762532464000,"favorite_count":327,"quote_count":5,"reply_count":18,"retweet_count":50,"user_id_str":"3448284313","conversation_id_str":"1986831275144138756","full_text":"Unlocking the Power of Multi-Agent LLM for Reasoning\n\nDesigning and optimizing multi-agent systems is important.\n\nThis paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.\n\nThey find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.\n\nThis is something that happens very often and that you might not want in your design.\n\nTo address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.\n\nExperiments show that this framework mitigates the lazy‐agent issue and improves performance.\n\nWhy you should care:\n\n1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.\n\n2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.\n\n3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.\n\n4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.\n\nPaper: arxiv. org/abs/2511.02303","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":39,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987167737639325886","view_count":163112,"bookmark_count":3358,"created_at":1762612683000,"favorite_count":1796,"quote_count":7,"reply_count":39,"retweet_count":251,"user_id_str":"3448284313","conversation_id_str":"1987167737639325886","full_text":"The most effective AI Agents are built on these core ideas.\n\nIt's what powers Claude Code.\n\nIt's referred to as the Claude Agent SDK Loop, which is an agent framework to build all kinds of AI agents.\n\n(bookmark it)\n\nThe loop involves three steps:\n\nGathering Context: Use subagents (parallelize them for task efficiency when possible), compact/maintain context, and leverage agentic/semantic search for retrieving relevant context for the AI agent. Hybrid search approaches work really well for domains like agentic coding.\n\nTaking Action: Leverage tools, prebuilt MCP servers, bash/scripts (Skills have made it a lot easier), and generate code to take action and retrieve important feedback/context for the AI agent. Turns out you can also enhance MCP and token usage through code execution and routing, similar to how LLM routing increases efficiency in AI Agents.\n\nVerifying Output: You can define rules to verify outputs, enable visual feedback (this becomes increasingly important in multimodal problems), and consider LLM-as-a-Judge to verify quality based on fuzzy rules. Some problems will require visual cues and other forms of input to perform well. Don't overcomplicate the workflow (eg, use computer-using agents when a simple Skill with clever scripts will do).\n\nThis is a clean, flexible, and solid framework for how to build and work with AI agents in all kinds of domains.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":86,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987536982776676651","view_count":226184,"bookmark_count":1287,"created_at":1762700718000,"favorite_count":1919,"quote_count":7,"reply_count":78,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"Kimi K2 Thinking is a bigger deal than I thought!\n\nI just ran a quick eval on a deep agent I built for customer support.\n\nIt's on par with GPT-5; no other LLM has reached this level of agentic, orchestration, and reasoning capabilities.\n\nHuge for agentic and reasoning tasks. https://t.co/tW3BYThgPf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/deep-a…","expanded_url":"https://dair-ai.thinkific.com/courses/deep-ai-agents","url":"https://t.co/uJYiLObMGc","indices":[124,147]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987565901407805710","view_count":8641,"bookmark_count":26,"created_at":1762707612000,"favorite_count":34,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I will be sharing more on model comparisons, insights, and results in my upcoming cohort for building effective AI Agents.\n\nhttps://t.co/uJYiLObMGc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987536982776676651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1987567082150547532","view_count":1077,"bookmark_count":1,"created_at":1762707894000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@SrinivasValekar this test was on a customer support agentic system, but i think the agent coding use case will be interesting too. on it","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1987539306987360651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,290],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"246702792","name":"Marko","screen_name":"markojak_","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"markojak_","lang":"en","retweeted":false,"fact_check":null,"id":"1987566536198848969","view_count":2799,"bookmark_count":0,"created_at":1762707764000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I think most of what we teach can be transferred easily into other frameworks. In my experience, when teaching this stuff, the framework shouldn't matter. I try to focus on the framework and systematic approach, as there are so many great frameworks out there. But I am currently working on the AI SDK and will start doing some live build sessions on it soon.","in_reply_to_user_id_str":"246702792","in_reply_to_status_id_str":"1987565408883196229","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1744438366811164673","name":"JK","screen_name":"_junaidkhalid1","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"_junaidkhalid1","lang":"en","retweeted":false,"fact_check":null,"id":"1987566609750253770","view_count":2598,"bookmark_count":1,"created_at":1762707781000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@_junaidkhalid1 evals, evals, evals","in_reply_to_user_id_str":"1744438366811164673","in_reply_to_status_id_str":"1987551740607308248","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823754079761522690","name":"AKHIL","screen_name":"Akhi_l__","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"Akhi_l__","lang":"en","retweeted":false,"fact_check":null,"id":"1987566777082012049","view_count":1107,"bookmark_count":0,"created_at":1762707821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@Akhi_l__ error was from another model","in_reply_to_user_id_str":"1823754079761522690","in_reply_to_status_id_str":"1987564515471630339","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1258411122203308035","name":"🐈qeel🍉","screen_name":"catqeel","indices":[0,8]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}]},"favorited":false,"in_reply_to_screen_name":"catqeel","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987576099325280621","view_count":1761,"bookmark_count":2,"created_at":1762710044000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I was actually doing that today. Not getting the same results, but I am not sure if these are comparable. \n\nI think the ability to perform 200-300 sequential tool calls (without human interference) might be contributing to the great results I am getting. Will dig further in the coming days.","in_reply_to_user_id_str":"1258411122203308035","in_reply_to_status_id_str":"1987573529886527629","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1748708055951568896","name":"devloper harsh","screen_name":"devloper_hs","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"devloper_hs","lang":"en","retweeted":false,"fact_check":null,"id":"1987570639579042125","view_count":1424,"bookmark_count":1,"created_at":1762708742000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@devloper_hs Was using the one from OpenRouter","in_reply_to_user_id_str":"1748708055951568896","in_reply_to_status_id_str":"1987569297192038856","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"10667972","name":"Rhys","screen_name":"RhysSullivan","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"RhysSullivan","lang":"en","retweeted":false,"fact_check":null,"id":"1987567893689839635","view_count":1001,"bookmark_count":0,"created_at":1762708087000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987448208277320003","full_text":"Looks cool. This reminds me of one of my favorite new additions to Claude Code - questions pop up to get clarifications during planning, where I often just select from the multiple choice options. On rare occasions, I need to ask it to do something different. I like the interface a lot.","in_reply_to_user_id_str":"10667972","in_reply_to_status_id_str":"1987448208277320003","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":109,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987900645031252298","view_count":48850,"bookmark_count":324,"created_at":1762787421000,"favorite_count":261,"quote_count":1,"reply_count":28,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"This is a wild use case!\n\nI used Gamma + n8n to automatically generate a complete presentation on AI Agents research.\n\nIn just minutes!\n\nIt combines web search (for research), GPT-5 (narrative), and Gamma (for slide content generation).\n\nFull workflow breakdown below 👇 https://t.co/4J9zM8tpuA","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987536982776676651","quoted_status_permalink":{"url":"https://t.co/QFXmcoq6Z2","expanded":"https://twitter.com/omarsar0/status/1987536982776676651","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987912692099682399","view_count":32080,"bookmark_count":169,"created_at":1762790294000,"favorite_count":330,"quote_count":0,"reply_count":26,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1987912692099682399","full_text":"It turns out that Kimi K2 Thinking is also a beast at deep research. \n\nIt can run 200-300 tool requests for impressive multi-agent capabilities. \n\nWould you like to see a code example of it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1987900645031252298?s=20","url":"https://t.co/NTHpDarleD","indices":[94,117]}],"user_mentions":[{"id_str":"1319250540480598026","name":"Grant Lee","screen_name":"thisisgrantlee","indices":[0,15]},{"id_str":"1142210344678379520","name":"Sarah Wang","screen_name":"sarahdingwang","indices":[16,30]},{"id_str":"64844802","name":"a16z","screen_name":"a16z","indices":[31,36]}]},"favorited":false,"in_reply_to_screen_name":"thisisgrantlee","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1987900645031252298","quoted_status_permalink":{"url":"https://t.co/NTHpDarleD","expanded":"https://x.com/omarsar0/status/1987900645031252298?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987905623204233270","view_count":4174,"bookmark_count":14,"created_at":1762788608000,"favorite_count":22,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987880600661889356","full_text":"@thisisgrantlee @sarahdingwang @a16z Gamma is awesome! Thanks for allowing me to test it out. https://t.co/NTHpDarleD","in_reply_to_user_id_str":"1319250540480598026","in_reply_to_status_id_str":"1987880600661889356","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900657161117831","view_count":1100,"bookmark_count":1,"created_at":1762787424000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"1/ THE PROBLEM:\n\nCreating visual content is time-consuming. Research takes hours. Writing requires deep focus. Design demands specialized skills.\n\nWhat if AI could handle the entire pipeline?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900645031252298","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900669051998301","view_count":1031,"bookmark_count":1,"created_at":1762787427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"2/ THE SOLUTION:\n\nAn n8n workflow that orchestrates Tavily for web research, GPT-5 for storytelling, Gamma for visual generation, and Google Sheets for tracking.\n\nYou provide a topic and audience. The system outputs a LinkedIn-ready carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900657161117831","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900680959611015","view_count":965,"bookmark_count":1,"created_at":1762787430000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"3/ ARCHITECTURE:\n\nThe n8n workflow starts with form input, then searches the web using Tavily, generates a narrative with GPT-5, and creates visuals through the Gamma API.\n\nEach step feeds into the next, creating a seamless pipeline from raw research to a polished presentation.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900669051998301","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900692703666435","view_count":849,"bookmark_count":1,"created_at":1762787433000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"4/ WEB RESEARCH AND NARRATIVE GENERATION\n\nTavily handles the research part.\n\nGPT-5 handles the narrative.\n\nAnd Gamma makes the magic happen -- it creates a professional and polished carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900680959611015","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900704707813453","view_count":782,"bookmark_count":1,"created_at":1762787436000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"5/ VISUAL GENERATION\n\nGamma API takes the narrative and generates a scroll-friendly carousel with engaging headlines, professional design, and relevant imagery using Imagen 4 Pro.\n\nIt specifies 10 cards in social format with custom instructions tailored to your target platform.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900692703666435","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900716623736849","view_count":787,"bookmark_count":1,"created_at":1762787438000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"6/ WORKFLOW BENEFITS:\n\nTime goes from hours to minutes.\n\nQuality remains high with researched content and visual polish. You can also refine everything in the Gamma UI.\n\nPerfect for content creators and technical communicators who need to scale their output.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900704707813453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900728527253601","view_count":3764,"bookmark_count":1,"created_at":1762787441000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"7/ USE CASES:\n\nThis workflow is perfect for daily research summaries, weekly newsletters, community content, marketing materials, and educational content.\n\nIt targets visual learners who consume content efficiently and need professional-looking presentations quickly.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900716623736849","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900740401352832","view_count":6941,"bookmark_count":4,"created_at":1762787444000,"favorite_count":9,"quote_count":0,"reply_count":48,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"8/ GIVEAWAY\n\nI am sharing the full n8n workflow JSON and video walkthrough.\n\nComment Gamma & I’ll DM it to you.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900728527253601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":147,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[253,262]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988236096195776683","view_count":87384,"bookmark_count":758,"created_at":1762867399000,"favorite_count":697,"quote_count":1,"reply_count":45,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"Hey, AI Devs!\n\nDon't sleep on the new Gemini File Search API!\n\nFeels like the easiest way to build agentic RAG systems.\n\nI built a little MCP server to analyze codebases with semantic search (Gemini File Search) & agentic search.\n\nFun chatting with @karpathy's nanochat project. https://t.co/cZfXdL6Us0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1988269255604007275","view_count":130026,"bookmark_count":2021,"created_at":1762875305000,"favorite_count":1472,"quote_count":6,"reply_count":64,"retweet_count":138,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"This simple Claude Code hack has reduced token usage by ~90%.\n\nIt adopts the \"Code Execution with MCP\" concept published by Anthropic.\n\nRemove preloaded MCP tools from context and use Python to execute tools via bash instead.\n\nBTW, this can be optimized much further.\n\nInsane! https://t.co/17j2dN6oor","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276885722460207","view_count":13185,"bookmark_count":77,"created_at":1762877124000,"favorite_count":95,"quote_count":0,"reply_count":9,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"ElevenLabs just released Scribe v2 Realtime — their fastest, most accurate real-time Speech-to-Text model.\n\nUltra-low latency, streaming support, and 90 languages.\n\nI use their API, and believe this is huge for building live voice agents and personal AI assistants.\n\nMore below: https://t.co/VLKsSQgF7U","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,121],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[87,102]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988237435671556505","view_count":3771,"bookmark_count":4,"created_at":1762867718000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy The best part is that at this moment, you only pay for indexing. \n\nThanks to @OfficialLoganK and team for this. https://t.co/bW7XahaEzU","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988236096195776683","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988270477005967417","view_count":11052,"bookmark_count":8,"created_at":1762875596000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"For this test, I used a prebuilt py script, but ultimately, what I want is for the agent (in this case, Claude Code) to generate whatever code it needs to execute the right sequence of tools. The best part is that we avoid context bloat. It keeps CC more focused on what matters.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988271135054536967","view_count":11340,"bookmark_count":6,"created_at":1762875753000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"I also tested with a setup where the MCP server runs in another agent environment, like Gemini CLI or Codex. \n\nAgain, it keeps Claude Code (the main coding agent I use) more focused and offloads MCP-related tasks to Codex via Bash. The bad part is that Codex can be too verbose (ie, thinking) and that takes up the context window in CC.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988270477005967417","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988238506070581265","view_count":4124,"bookmark_count":6,"created_at":1762867974000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK I also like the logs view in Google AI Studio. I show it towards the end of the clip. \n\nIt gives me a good understanding of what happened on each request. \n\nWorking on something to let folks try it out. https://t.co/KjFspmemsD","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988237435671556505","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988239178165879189","view_count":3929,"bookmark_count":3,"created_at":1762868134000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK As for the agent orchestration that's powering the MCP server, I am using the AI SDK v6 for the agentic loop. \n\nIt allows both semantic search via Gemini's File Search and keyword search over files. \n\nI am finding that having both forms of search makes it more robust.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988238506070581265","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,148],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988242251894444146","view_count":5730,"bookmark_count":2,"created_at":1762868867000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK The inspiration behind the MCP server is that I want to be able to use it everywhere -- Claude, ChatGPT, Claude Code, etc.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988239178165879189","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,306],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988244779029692491","view_count":6160,"bookmark_count":7,"created_at":1762869469000,"favorite_count":9,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"It's crazy to me how tedious it can be to build a RAG system today.\n\nAll the setup required for it is insane.\n\nThis File Search API simplifies everything. Now I can focus on the agent harness and context engineering that takes a bit of time to get right, but is important for user experience.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988242251894444146","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988250127635521667","view_count":955,"bookmark_count":0,"created_at":1762870744000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy In my todo already. :)","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988249861406498994","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988261355762139157","view_count":803,"bookmark_count":1,"created_at":1762873421000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy I will share more on this soon. The MCP stuff was just an easy way to showcase the File Search API at work, but there are actually many new implementation details I have baked into the MCP component.","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988260490057830774","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,299],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70540032","name":"Ilyas Iqbal","screen_name":"ilyasiqbal","indices":[0,11]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[12,21]}]},"favorited":false,"in_reply_to_screen_name":"ilyasiqbal","lang":"en","retweeted":false,"fact_check":null,"id":"1988241656420639194","view_count":604,"bookmark_count":0,"created_at":1762868725000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@ilyasiqbal @karpathy For now, it's super basic. Just a system prompt to encourage using both semantic search + keyword search over codebases. I am interested in exploring where one is better than the other and when both are helpful. So far, for larger codebases, it's great to have semantic search.","in_reply_to_user_id_str":"70540032","in_reply_to_status_id_str":"1988237339240362466","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1767299461561122816","name":"Hashgraph Online DAO","screen_name":"HashgraphOnline","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"HashgraphOnline","lang":"en","retweeted":false,"fact_check":null,"id":"1988241100964851974","view_count":598,"bookmark_count":0,"created_at":1762868592000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@HashgraphOnline @karpathy It works great on large codebases. More efficient than regular keyword/grep search. For now, I am using simple similarity metrics, but this can be tuned further.\n\nI combine both semantic + keyword search. It's working great so far. More testing is required.","in_reply_to_user_id_str":"1767299461561122816","in_reply_to_status_id_str":"1988239673718698142","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2185373790","name":"El Controlador de Obra","screen_name":"control_de_obra","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"control_de_obra","lang":"en","retweeted":false,"fact_check":null,"id":"1988250265053466986","view_count":401,"bookmark_count":0,"created_at":1762870777000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@control_de_obra @karpathy Too complicated.","in_reply_to_user_id_str":"2185373790","in_reply_to_status_id_str":"1988248797508497876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/app/speech-to-…","expanded_url":"https://elevenlabs.io/app/speech-to-text","url":"https://t.co/pZvBD99yGQ","indices":[100,123]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276960083263894","view_count":2286,"bookmark_count":6,"created_at":1762877142000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Enterprise-ready out of the box:\n\n✓ SOC 2, PCI, HIPAA compliant\n✓ EU data residency\n\nTry it today → https://t.co/pZvBD99yGQ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276947353530395","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276904332570974","view_count":255,"bookmark_count":2,"created_at":1762877129000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Real-time performance that actually works:\n\n• Partial transcriptions in milliseconds\n• Stream audio chunks\n• Multiple formats: PCM (8-48kHz) + µ-law\n• WER of 5-10% in English and major EU languages\n\nEarly tests show it outperforms Deepgram and AssemblyAI. https://t.co/erT6Wl60II","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276885722460207","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276916772892725","view_count":388,"bookmark_count":0,"created_at":1762877132000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Scribe v2 Realtime is designed for builders:\n\n• Voice Activity Detection for automatic speech segmentation\n• Manual commit control for full transcript precision\n• Speaker diarization via manual commit (auto diarization coming)\n• Stream as you capture — no buffering delays","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276904332570974","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276928651088191","view_count":411,"bookmark_count":2,"created_at":1762877134000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Why this matters for AI agents:\n\nReal-time STT is the bottleneck in conversational AI. Most models optimize for accuracy OR speed.\n\nScribe v2 Realtime achieves low latency, high accuracy, and cost-efficient inference.\n\nPerfect for live agents, call centers, and meeting assistants.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276916772892725","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,227],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/docs/capabilit…","expanded_url":"https://elevenlabs.io/docs/capabilities/speech-to-text","url":"https://t.co/6adJhOQsmm","indices":[204,227]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276947353530395","view_count":3623,"bookmark_count":3,"created_at":1762877139000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Currently in alpha and available via API (scribe_v2_realtime).\n\nIf you're building voice-driven AI apps, this is the model to test.\n\nIntegration into ElevenLabs Agents is coming soon.\n\nDocs + API access: https://t.co/6adJhOQsmm https://t.co/9E28h9leZK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276928651088191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/ai-age…","expanded_url":"https://dair-ai.thinkific.com/courses/ai-agents-workshops","url":"https://t.co/64C8UmZq7j","indices":[206,229]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988271772328755464","view_count":12579,"bookmark_count":19,"created_at":1762875905000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"Will share more of my findings as I keep experimenting and finding more optimal setups with my coding agents. \n\nI am also sharing more details of these findings in my live workshops for my academy members: https://t.co/64C8UmZq7j\n\nStay tuned!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271135054536967","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276682931720593","view_count":9946,"bookmark_count":10,"created_at":1762877076000,"favorite_count":19,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"BTW, something you may have noticed from my timeline recently is an increase in experiments and tools I am able to build.\n\nThis is months of tuning Claude Code with proper Skills, subagents, and MCP tools that help with optimizing workflows, code understanding, and code execution.\n\nAnd I feel like this is just touching the surface. Claude Code finally feels like a truly intelligent coding assistant.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271772328755464","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600322117714722816","name":"Jason Byteforge","screen_name":"jmazzahacks","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"jmazzahacks","lang":"en","retweeted":false,"fact_check":null,"id":"1988335256001540306","view_count":3784,"bookmark_count":0,"created_at":1762891041000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@jmazzahacks Sure you can build MCP servers like that. But the point here is that you don’t preload MCP tools to the client which in this case is Claude Code. This saves a lot on token usage.","in_reply_to_user_id_str":"1600322117714722816","in_reply_to_status_id_str":"1988334402523570658","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1988330118474068186","view_count":568,"bookmark_count":0,"created_at":1762889816000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988324110762734054","full_text":"@realmadhuguru 💯 so much opportunity here. I think the same applies to research. It’s about asking good research questions.","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1988324110762734054","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,92],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtu.be/-nbHJzLpt18","expanded_url":"https://youtu.be/-nbHJzLpt18","url":"https://t.co/DpFM0NM2JS","indices":[69,92]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988256041184670091","view_count":5558,"bookmark_count":12,"created_at":1762872154000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"If you haven't received it, find the full video + n8n workflow here: https://t.co/DpFM0NM2JS","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900740401352832","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":47,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,283],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988304740460183739","quoted_status_permalink":{"url":"https://t.co/yXa38AGq7h","expanded":"https://twitter.com/RickLamers/status/1988304740460183739","display":"x.com/RickLamers/sta…"},"retweeted":false,"fact_check":null,"id":"1988610595793612894","view_count":24771,"bookmark_count":124,"created_at":1762956687000,"favorite_count":152,"quote_count":1,"reply_count":6,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1988610595793612894","full_text":"I use Claude Code + Skills to optimize my MCP tool prompts.\n\nClaude Code is great at optimizing with the right context, tools, logs, filesystem,...\n\nStarting to think there'll be no need for fancy algos, they just get generated on the fly, powered by code generation & execution.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988606978541920307","view_count":40692,"bookmark_count":327,"created_at":1762955824000,"favorite_count":435,"quote_count":4,"reply_count":29,"retweet_count":76,"user_id_str":"3448284313","conversation_id_str":"1988606978541920307","full_text":"We are just scratching the surface of using AI for major discoveries.\n\nAnd no, LLMs are not dead.\n\nAlphaResearch tackles a fundamental challenge: can LLMs discover truly novel algorithms that push beyond existing human knowledge?\n\nPrevious approaches like AlphaEvolve rely solely on code execution (technically correct but potentially uninteresting solutions), while pure idea-generation systems produce creative concepts that may be computationally infeasible.\n\nAlphaResearch solves this by combining execution-based verification with a reward model (AlphaResearch-RM-7B) trained on 24K ICLR peer-review records, creating a \"dual research environment\" that ensures both feasibility and innovation.\n\nOn the circle-packing problem, it discovered an algorithm achieving 2.939 total radii (n=32), surpassing the best human solution (2.936) and AlphaEvolve (2.937).\n\nIt might not look like a big deal, but this demonstrates the potential of LLMs that can autonomously produce genuinely novel, state-of-the-art algorithms.\n\nThis is significant because it shows AI can actively advance the frontiers of human research, not just reproduce existing knowledge.\n\narxiv. org/abs/2511.08522","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988626951011971521","view_count":7368,"bookmark_count":5,"created_at":1762960586000,"favorite_count":51,"quote_count":1,"reply_count":9,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1988626951011971521","full_text":"The best part I like about Claude Code today is this.\n\nI don't have to wait for fancy new features.\n\nIn its current state, it already allows me to build whatever I want. Hope this essence is kept.\n\nResearch, optimization, evals, writing, coding, and the list goes on and on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1681349314797240320","name":"OpenRouter","screen_name":"OpenRouterAI","indices":[0,13]},{"id_str":"1449556875213684740","name":"Apple Lamps","screen_name":"lamps_apple","indices":[14,26]}]},"favorited":false,"in_reply_to_screen_name":"OpenRouterAI","lang":"en","retweeted":false,"fact_check":null,"id":"1988611415347957782","view_count":79,"bookmark_count":1,"created_at":1762956882000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988609657758490908","full_text":"@OpenRouterAI @lamps_apple that's fire!","in_reply_to_user_id_str":"1681349314797240320","in_reply_to_status_id_str":"1988609657758490908","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988614109605044614","view_count":5481,"bookmark_count":6,"created_at":1762957525000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"People were asking how the diagram was created. It's a mermaid sequence diagram, which either Windsurf or Claude Code can generate the first draft. Labels are a bit tricky for LLMs, but you can manually revise and tune them. It's not perfect, but these can take a bit of time if you try creating them from scratch.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"473037001","name":"David Stevens","screen_name":"stevewdavens","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"stevewdavens","lang":"en","retweeted":false,"fact_check":null,"id":"1988647295345463371","view_count":1286,"bookmark_count":0,"created_at":1762965437000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@stevewdavens Full-time CLI user now. :)","in_reply_to_user_id_str":"473037001","in_reply_to_status_id_str":"1988645638092083647","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980333288951803905","name":"John Krakov","screen_name":"JohnKrakbtc","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JohnKrakbtc","lang":"en","retweeted":false,"fact_check":null,"id":"1988610925193294336","view_count":1336,"bookmark_count":0,"created_at":1762956765000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@JohnKrakbtc Just started to play around with the idea. Will be sharing any findings around these other issues.","in_reply_to_user_id_str":"1980333288951803905","in_reply_to_status_id_str":"1988608860324823494","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1191207924","name":"Erik Bernhardsson","screen_name":"bernhardsson","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"bernhardsson","lang":"en","retweeted":false,"fact_check":null,"id":"1988663775403340187","view_count":518,"bookmark_count":0,"created_at":1762969366000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988647374605131837","full_text":"@bernhardsson Lots of ways to innovate in this space.","in_reply_to_user_id_str":"1191207924","in_reply_to_status_id_str":"1988647374605131837","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"911297187664949248","name":"Jeff Dean","screen_name":"JeffDean","indices":[0,9]},{"id_str":"796092645193846784","name":"Waymo","screen_name":"Waymo","indices":[10,16]}]},"favorited":false,"in_reply_to_screen_name":"JeffDean","lang":"en","retweeted":false,"fact_check":null,"id":"1988691441414205622","view_count":1137,"bookmark_count":0,"created_at":1762975962000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988674389773357077","full_text":"@JeffDean @Waymo That awesome!","in_reply_to_user_id_str":"911297187664949248","in_reply_to_status_id_str":"1988674389773357077","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1571915464854409216","name":"Eden Yav","screen_name":"yavnun","indices":[0,7]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[8,17]}]},"favorited":false,"in_reply_to_screen_name":"yavnun","lang":"en","retweeted":false,"fact_check":null,"id":"1988665646280999132","view_count":66,"bookmark_count":0,"created_at":1762969812000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@yavnun @karpathy I am just leveraging Gemini for the Gemini File Search stuff. I built the agentic part with AI SDK so I can use any of the models they support.","in_reply_to_user_id_str":"1571915464854409216","in_reply_to_status_id_str":"1988664712264048915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":44,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[0,264],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988974710592516454","view_count":53372,"bookmark_count":410,"created_at":1763043499000,"favorite_count":553,"quote_count":3,"reply_count":26,"retweet_count":55,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"Kimi K2 Thinking is impressive.\n\nSo I built a multi-agent deep researcher, Kimi Deep Researcher.\n\nIt generates long research reports on any topic, powered by subagents (web searcher, analyzer, and synthesizer).\n\nIt can do 100s of tool calls per session. Repo soon! https://t.co/A8dDswq77M","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989075862793449566","view_count":1186,"bookmark_count":24,"created_at":1763067615000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989075862793449566","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989081828678893837","view_count":41095,"bookmark_count":919,"created_at":1763069037000,"favorite_count":529,"quote_count":1,"reply_count":13,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989081828678893837","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\n(bookmark it)\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980945337327255552","name":"Tammy Sun","screen_name":"sun_tammy2025","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"sun_tammy2025","lang":"en","retweeted":false,"fact_check":null,"id":"1988986995301826826","view_count":306,"bookmark_count":0,"created_at":1763046427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@sun_tammy2025 Yes, I am working on a few more tests and cleaning up the code a bit. It's basically built on the idea of deep agents (orchestrator + subagents) like Claude Code, but for deep research.","in_reply_to_user_id_str":"1980945337327255552","in_reply_to_status_id_str":"1988986160987927036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"463176938","name":"John Baker","screen_name":"select_asterisk","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"select_asterisk","lang":"en","retweeted":false,"fact_check":null,"id":"1989029229833367851","view_count":214,"bookmark_count":0,"created_at":1763056497000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@select_asterisk it's leveraging openrouter but i will be testing what's possible on local","in_reply_to_user_id_str":"463176938","in_reply_to_status_id_str":"1989008096019247414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1371117855626956809","name":"Tim Smykov","screen_name":"timsmykov","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"timsmykov","lang":"en","retweeted":false,"fact_check":null,"id":"1988986064309018723","view_count":383,"bookmark_count":0,"created_at":1763046205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"It can support a bigger number of sequential tool calls which makes it ideal for long form generation like the deep research use case. I am barely scratching the surface with the current project. I feel like I can push this in many directions to improve research and report writing.","in_reply_to_user_id_str":"1371117855626956809","in_reply_to_status_id_str":"1988984255922467291","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989064442097856560","view_count":1825,"bookmark_count":0,"created_at":1763064892000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"For clarity, this whole project is built from scratch (i.e., no agent framework). I am using OpenRouter for access to the model. I haven't tested a local setup but it should be easy to get it to work like that.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988974710592516454","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,24],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54059018","name":"Xaumre","screen_name":"xaumre","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xaumre","lang":"en","retweeted":false,"fact_check":null,"id":"1989048053706494332","view_count":112,"bookmark_count":0,"created_at":1763060985000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@xaumre All from scratch","in_reply_to_user_id_str":"54059018","in_reply_to_status_id_str":"1989046485850186041","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"59803156","name":"Mehreen Omer","screen_name":"mehreen_omer","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mehreen_omer","lang":"en","retweeted":false,"fact_check":null,"id":"1988974390105825329","view_count":595,"bookmark_count":0,"created_at":1763043422000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@mehreen_omer Depends on the set up you are using. I can use either sub-agents, skills, or commands in Claude Code for control.","in_reply_to_user_id_str":"59803156","in_reply_to_status_id_str":"1988962094725886204","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":103,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989350215175020682","view_count":60601,"bookmark_count":470,"created_at":1763133026000,"favorite_count":367,"quote_count":2,"reply_count":28,"retweet_count":26,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Finally solved my newsletter overload.\n\nI built my own Pulse feature for Claude Code.\n\nIt's a little / command that connects to a proactive agent (built with Claude Agent SDK) that works 24/7 to find breaking AI research.\n\nBetter than any newsletter and even my For You tab. https://t.co/abal4Q20Ms","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989368259817439576","view_count":35923,"bookmark_count":576,"created_at":1763137328000,"favorite_count":572,"quote_count":4,"reply_count":28,"retweet_count":119,"user_id_str":"3448284313","conversation_id_str":"1989368259817439576","full_text":"Efficient Self-Improving Agent Systems\n\nAgentEvolver lets AI agents improve themselves instead of requiring manual prompt tuning.\n\nThey use three core mechanisms: self-questioning, self-navigating, and self-attributing.\n\nAgents evaluate their own work, spot failures, and write better instructions for themselves.\n\nThis leads to a self-improvement loop capable of running without human oversight.\n\nShows better performance across benchmarks with less manual work.\n\nThis could change how we build production AI systems; agents that actually adapt on their own.\n\nAgentEvolver introduces a paradigm shift in how we build AI agents: instead of manually tuning prompts and instructions, the system enables agents to autonomously refine themselves through iterative self-assessment loops.\n\nThe framework works by having agents evaluate their own performance on tasks, identify where they failed or underperformed, and then generate improved behavioral instructions for the next iteration.\n\nThis creates a continuous evolution cycle where feedback from task execution directly enhances decision-making strategies without human intervention.\n\nThe results are impressive.\n\nAgents using this approach show measurable performance gains across diverse benchmarks compared to static configurations, all while reducing the overhead of constant manual optimization.\n\nIt's a promising step toward truly adaptive AI systems that can evolve their capabilities autonomously, transforming how we develop and deploy production agents.\n\nPaper: arxiv. org/abs/2511.10395","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989412054281982254","view_count":56499,"bookmark_count":551,"created_at":1763147769000,"favorite_count":639,"quote_count":3,"reply_count":26,"retweet_count":56,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Kimi Deep Research keeps getting better!\n\nI've been tuning it with one of my Claude Code skills. \n\nThe quality of the deep research reports Kimi K2 Thinking can generate is insane!\n\nJust look at the clip example.\n\nMore things to tune, but this is crazy good already. https://t.co/AZSpNoh905","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[31,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"50090898","name":"Google for Developers","screen_name":"googledevs","indices":[0,11]},{"id_str":"3167734591","name":"Visual Studio Code","screen_name":"code","indices":[12,17]},{"id_str":"923010104479252480","name":"Colaboratory","screen_name":"GoogleColab","indices":[18,30]}]},"favorited":false,"in_reply_to_screen_name":"googledevs","lang":"qme","retweeted":false,"fact_check":null,"id":"1989309219011531146","view_count":773,"bookmark_count":0,"created_at":1763123252000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989033099737407820","full_text":"@googledevs @code @GoogleColab 🚀","in_reply_to_user_id_str":"50090898","in_reply_to_status_id_str":"1989033099737407820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,30],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"601736770","name":"Aurimas Griciūnas","screen_name":"Aurimas_Gr","indices":[0,11]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}]},"favorited":false,"in_reply_to_screen_name":"Aurimas_Gr","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989442337391464687","view_count":412,"bookmark_count":1,"created_at":1763154989000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988972296262869238","full_text":"@Aurimas_Gr Important context: https://t.co/IiRieq0QSn","in_reply_to_user_id_str":"601736770","in_reply_to_status_id_str":"1988972296262869238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989415125678522788","view_count":3123,"bookmark_count":2,"created_at":1763148502000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There is a ton of good info in that generated report.\n\nHonestly, I had no expectations when I started to build this project from scratch. But I did have a bit of hope given the sequential tool calling capabilities of Kimi K2 Thinking.\n\nIt really unlocks advanced applications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989412054281982254","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[74,97]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989416139034956272","view_count":6052,"bookmark_count":8,"created_at":1763148743000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"You can see an example of reports generated by the previous version here: https://t.co/TByHsEEn3w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989415125678522788","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989417433245925645","view_count":7117,"bookmark_count":9,"created_at":1763149052000,"favorite_count":17,"quote_count":1,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Sidenote: I am just amazed by how effective Claude Code, in combination with skills, is at optimizing agentic workflows. It depends on the context, so give it the right logs and test scripts with bash and ask away. I am optimizing all my agents this way now. No more fancy tools, just decent code execution and clear specifications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989416139034956272","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989423185201160205","view_count":8989,"bookmark_count":2,"created_at":1763150423000,"favorite_count":11,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"As I was working with Claude Code to optimize this, it analyzed the last report generated, and it was super impressed with the length and quality. Its grade was A+, but obviously, it got too enthusiastic about it. The thing is, it has the logs/previous reports, and it can use them to compare and align with what I want.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989417433245925645","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1815114135325286400","name":"Envolate Industries","screen_name":"envolate","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"envolate","lang":"en","retweeted":false,"fact_check":null,"id":"1989413925373579486","view_count":846,"bookmark_count":0,"created_at":1763148215000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@envolate That's the vision here! :)","in_reply_to_user_id_str":"1815114135325286400","in_reply_to_status_id_str":"1989413448678265273","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1989417433245925645?s=20","url":"https://t.co/0Cp33Kkk5q","indices":[39,62]}],"user_mentions":[{"id_str":"3421446634","name":"Someguy","screen_name":"s0meguy1","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"s0meguy1","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1989417433245925645","quoted_status_permalink":{"url":"https://t.co/0Cp33Kkk5q","expanded":"https://x.com/omarsar0/status/1989417433245925645?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989417631137603664","view_count":576,"bookmark_count":2,"created_at":1763149099000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@s0meguy1 Just commented on that here: https://t.co/0Cp33Kkk5q","in_reply_to_user_id_str":"3421446634","in_reply_to_status_id_str":"1989416735301407166","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,244],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[221,244]}],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989413812852892008","view_count":854,"bookmark_count":4,"created_at":1763148189000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@theideogenesis It's based on an orchestrator + subagent framework I built from scratch. \n\nBut it's possible because of the sequential tool calling capabilities of Kimi K2 Thinking.\n\nI think people are sleeping on this.\n\nhttps://t.co/TByHsEEn3w","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1989412777640038523","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1989417949615321412","view_count":510,"bookmark_count":1,"created_at":1763149175000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@iamrobotbear work hard on it. lots of stuff happening in parallel but i will be sharing here once it's ready","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1989417654357299343","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"704057981952983044","name":"Margot Barault","screen_name":"MargotBarault","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"MargotBarault","lang":"en","retweeted":false,"fact_check":null,"id":"1989419846422196419","view_count":371,"bookmark_count":0,"created_at":1763149627000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@MargotBarault It's time to build! :)","in_reply_to_user_id_str":"704057981952983044","in_reply_to_status_id_str":"1989419644558741673","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1729788380152811520","name":"Orks AI","screen_name":"OrcsSandHive","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"OrcsSandHive","lang":"en","retweeted":false,"fact_check":null,"id":"1989442544351182939","view_count":280,"bookmark_count":0,"created_at":1763155039000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@OrcsSandHive what feels limited?","in_reply_to_user_id_str":"1729788380152811520","in_reply_to_status_id_str":"1989442329363587357","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823912294814007296","name":"JDizzy of course","screen_name":"the_real_jdizzy","indices":[0,16]},{"id_str":"889050642903293953","name":"DAIR.AI","screen_name":"dair_ai","indices":[17,25]}]},"favorited":false,"in_reply_to_screen_name":"the_real_jdizzy","lang":"en","retweeted":false,"fact_check":null,"id":"1989420334974734696","view_count":295,"bookmark_count":0,"created_at":1763149744000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@the_real_jdizzy @dair_ai Definitely good for being cheaper and faster, but to declare SOTA, I would have to run proper benchmarking. I am qualifying based on all these deep research solutions I have used, and I would rank the outputs in the top 3 as is. It's hard to get deep research results.","in_reply_to_user_id_str":"1823912294814007296","in_reply_to_status_id_str":"1989418835334894035","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989350228366155787","view_count":2914,"bookmark_count":5,"created_at":1763133029000,"favorite_count":16,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"It's blazing fast! The / command talks to my agent for already-generated reports.\n\nIt is fully customizable via endpoints.\n\nI can add and tune my preferences based on feedback.\n\nIt adapts to my evolving interests with its agentic capabilities.\n\nProactive agents are the future!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989352006885240898","view_count":2875,"bookmark_count":14,"created_at":1763133453000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"This is literally what my / command contains. \n\nThe real magic happens in that server that's powered by proactive agents (built with Claude Agent SDK).\n\nIt has memory, schedules to find new and relevant research, and saves them so that I can access them via /pulse. https://t.co/qybpn1vYJN","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350228366155787","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353046808396055","view_count":2943,"bookmark_count":2,"created_at":1763133701000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Just asking Claude Code to search/fetch papers from the web doesn't work. \n\nI built that little server because it tracks my new interests, preferences, and so on. It's running 24/7.\n\nAnd it's highly specialized to pull gems. \n\nIt's a great use case for the Claude Agent SDK.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989352006885240898","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353667137581431","view_count":3497,"bookmark_count":1,"created_at":1763133849000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I tried ChatGPT Pulse for months, and it doesn't work the way I want it.\n\nI think for these new AI experiences, personalization is key. Not sure ChatGPT is built for that now.\n\nAnd personalization has to be intuitive and seamless. I prefer what've built here. More updates soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353046808396055","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989356800869806359","view_count":4129,"bookmark_count":1,"created_at":1763134596000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I am fascinated by the new experiences that will emerge from all these new AI tools. \n\nI think the exploration space here is huge. \n\nI use the browser less now. 90%+ of my work now happens in the terminal.\n\nIf you can vibe code properly, you will be unstoppable.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353667137581431","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989362940244574426","view_count":6203,"bookmark_count":9,"created_at":1763136060000,"favorite_count":17,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"The curation capabilities of the agent are insanely good. \n\nCrazy because it can be optimized further.\n\nLike, I would probably never find these research papers/reports myself. \n\nThis is extremely exciting for me as a researcher. https://t.co/AENO8Tm3mZ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989356800869806359","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989375641699938523","view_count":4160,"bookmark_count":5,"created_at":1763139088000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"One lesson I have learned from building these personal projects is that today's AI models are so powerful to the point where you can reverse engineer any functionality these big LLM players are pushing out. This will only keep getting easier. I am going all in on building my own tools.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989362940244574426","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1989420978234171867","view_count":796,"bookmark_count":1,"created_at":1763149897000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@trq212 I figured there are many ways to do this, so I am playing around with the idea a bit more to see how I might share it for others to try. Concept is super green still. :)\n\nI saw your proactive agent post, and it inspired my curiosity.","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1989418623400907098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3005395139","name":"Mantas","screen_name":"stnkvcs","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"stnkvcs","lang":"en","retweeted":false,"fact_check":null,"id":"1989387137385410703","view_count":615,"bookmark_count":0,"created_at":1763141829000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Great question. I have been trying different schedules that optimize results, like every hour or something like that. I am actually using haiku-4.5 for this, so I can save on API calls. Indeed, the more it's used, the more expensive it can get. I have been doing a bit of context engineering to make it less costly than it currently is.","in_reply_to_user_id_str":"3005395139","in_reply_to_status_id_str":"1989383819150139818","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"80782442","name":"Senthil","screen_name":"vmsenthilkumar","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"vmsenthilkumar","lang":"en","retweeted":false,"fact_check":null,"id":"1989368050060292421","view_count":70,"bookmark_count":0,"created_at":1763137278000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@vmsenthilkumar I built a little external server with the core functionalities needed for the personalization.","in_reply_to_user_id_str":"80782442","in_reply_to_status_id_str":"1989364786732367914","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":19,"startTime":1763164800000,"endTime":1763251200000,"tweets":[{"bookmarked":false,"display_text_range":[0,180],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689354789556479","view_count":83362,"bookmark_count":1225,"created_at":1763213883000,"favorite_count":688,"quote_count":4,"reply_count":16,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"Another banger by Google!\n\nIt's a new technical guide on how to deploy, scale, and productionize AI Agents.\n\n(bookmark it)\n\nLove the emphasis of CI/CD and the Agent2Agent protocol. https://t.co/ubU9xlQPLJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"kaggle.com/whitepaper-pro…","expanded_url":"https://www.kaggle.com/whitepaper-prototype-to-production","url":"https://t.co/8xnZzIAOy8","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689367108149595","view_count":8239,"bookmark_count":88,"created_at":1763213886000,"favorite_count":39,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"https://t.co/8xnZzIAOy8","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989689354789556479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,81],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1989493287498256456","view_count":274,"bookmark_count":0,"created_at":1763167137000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@SrinivasValekar I have other plans at the moment but this is really early still.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1989488207671796086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[105,128]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989812809312735291","view_count":4367,"bookmark_count":18,"created_at":1763243317000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Due to popular demand, I will be showcasing some of these workflows in my new Claude Code live training: https://t.co/ZDTOIyJ950\n\nWhether you are technical or non-technical, there are so many ways you can leverage Claude Code. \n\nSeats are limited!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[159,182]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989813668272574614","view_count":4453,"bookmark_count":13,"created_at":1763243522000,"favorite_count":7,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There were some really good questions on how I leveraged Claude Code to build out this project. I will be discussing that in detail in my new live training: \n\nhttps://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989423185201160205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]},{"label":"2025-11-18","value":48,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990420550808735838","view_count":742,"bookmark_count":1,"created_at":1763388214000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990420550808735838","full_text":"\"Time to build\" will make so much more sense to more people in the coming weeks than it has in prior weeks.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441561637957797","view_count":56795,"bookmark_count":461,"created_at":1763393223000,"favorite_count":406,"quote_count":3,"reply_count":17,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Introducing Claude Code for Everyone!\n\nEveryone should learn to use coding agents.\n\nIt doesn't matter if you are technical or non-technical.\n\nIf you are not using tools like Claude Code, you are missing out on some of the best tools and experience AI agents have to offer. https://t.co/CD7QeCwoqn","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990512531132350847","view_count":14498,"bookmark_count":145,"created_at":1763410144000,"favorite_count":146,"quote_count":2,"reply_count":12,"retweet_count":24,"user_id_str":"3448284313","conversation_id_str":"1990512531132350847","full_text":"With the right agent design pattern, you can build insane applications today.\n\nSciAgent is a multi-agent framework for tackling complex scientific reasoning across physics, chemistry, and math.\n\n(bookmark it)\n\nInstead of relying on a single monolithic model, it orchestrates specialized agents that each handle different aspects of problem-solving.\n\nThe system decomposes hard problems into manageable subtasks: analysis, domain-specific reasoning, verification, and cross-domain integration.\n\nIt was benchmarked on olympiad-level problems (International Physics & Chemistry Olympiads) and outperforms single-model baselines.\n\nThe key insight: agent composition beats end-to-end learning for specialized domains.\n\nThis architecture pattern shows how to build systems that generalize across multiple scientific disciplines.\n\nPaper: arxiv. org/abs/2511.08151","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2511.11287","expanded_url":"https://arxiv.org/abs/2511.11287","url":"https://t.co/JSv5BoBFoJ","indices":[1087,1110]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990532662881313096","view_count":13908,"bookmark_count":150,"created_at":1763414943000,"favorite_count":175,"quote_count":1,"reply_count":14,"retweet_count":36,"user_id_str":"3448284313","conversation_id_str":"1990532662881313096","full_text":"The web is broken for AI agents.\n\nNot because agents aren't smart enough.\n\nIt's because the web wasn't designed for them.\n\nEvery interaction is a puzzle. Parse raw HTML. Reverse-engineer buttons. Guess what's clickable.\n\nThis makes agents brittle, inefficient, and insecure.\n\nThis new research paper introduces VOIX, a framework where websites tell agents exactly what they can do.\n\nNo more guessing. No more parsing. Pure declaration.\n\nTwo new HTML elements are introduced: <tool> and <context>.\n\n<tool> exposes actions. Click here. Input this. Select that. With parameters and validation.\n\n<context> explains the state. Where you are. What's possible. Why it matters.\n\nThink of it as an API layer baked into web pages.\n\nThey evaluated using an 11-day developer study. SUS score: 72.5/100, which is above the acceptable threshold.\n\nExciting progress on agentic web! It's an interesting paradigm shift to address the issues agents have when interacting with the web.\n\nFrom agents parsing HTML to websites declaring intent. From agent-agnostic design to agent-aware architecture.\n\nPaper: https://t.co/JSv5BoBFoJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,45],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1990419923911209298","view_count":677,"bookmark_count":0,"created_at":1763388064000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990272740012777475","full_text":"@OfficialLoganK that's going to be something!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990272740012777475","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1990441574212440168","view_count":3609,"bookmark_count":2,"created_at":1763393226000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Based on popular demand, I am excited to announce my brand new live cohort-based training on Claude Code for Everyone.\n\nExcited to finally get to share all the cool ways we have been using Claude Code to improve AI workflows, agents, and AI apps.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441561637957797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[165,188]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441586061451607","view_count":3584,"bookmark_count":6,"created_at":1763393229000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Don't miss this chance to learn everything you need to know about building with Claude Code.\n\nSeats are limited!\n\nPrices will go up in the next cohort.\n\nEnroll now: https://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441574212440168","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768597724660895744","name":"Methkal","screen_name":"meth_kh","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"meth_kh","lang":"en","retweeted":false,"fact_check":null,"id":"1990444335054393512","view_count":518,"bookmark_count":0,"created_at":1763393884000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@meth_kh I will focus on projects and all the tactics we have learned on how to effectively use Claude Code.","in_reply_to_user_id_str":"768597724660895744","in_reply_to_status_id_str":"1990442296114827731","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"15026770","name":"Christopher","screen_name":"communicating","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"communicating","lang":"en","retweeted":false,"fact_check":null,"id":"1990484101535793634","view_count":406,"bookmark_count":0,"created_at":1763403365000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@communicating It is a separate course and not part of the subscription. It has its own price. The link I shared would be right place to send anyone who is interested in learning about Claude Code. :)","in_reply_to_user_id_str":"15026770","in_reply_to_status_id_str":"1990452576928874508","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[6,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"676573","name":"tobi lutke","screen_name":"tobi","indices":[0,5]}]},"favorited":false,"in_reply_to_screen_name":"tobi","lang":"en","retweeted":false,"fact_check":null,"id":"1990533241452069353","view_count":1582,"bookmark_count":1,"created_at":1763415081000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990525664513175585","full_text":"@tobi I absolutely dislike the current form of these AI notetakers. So disruptive to learners and human participants. They have some applications, but I think we can build better ones.","in_reply_to_user_id_str":"676573","in_reply_to_status_id_str":"1990525664513175585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":72,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990794651608219727","view_count":12177,"bookmark_count":164,"created_at":1763477406000,"favorite_count":179,"quote_count":2,"reply_count":12,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1990794651608219727","full_text":"Open-source research agents have been lagging behind proprietary systems like OpenAI's Deep Research.\n\nThe gap has been frustrating for developers who want powerful, deep research agents without vendor lock-in.\n\nI've been building my own called Kimi Deep Researcher.\n\nSimilarly, this new work introduces MiroThinker, a framework that closes this performance gap through systematic optimization.\n\nThe key insight? Performance isn't just about model size.\n\nMiroThinker uses three complementary scaling strategies.\n\nModel scaling: Leveraging larger base models up to 72B parameters.\n\nContext scaling: Expanding reasoning space and information retrieval capabilities. With a 256K context window, it can perform up to 600 tool calls per task!\n\nThis enables sustained multi-turn reasoning and complex real-world research workflows.\n\nInteractive scaling: Incorporating human feedback and iterative refinement loops.\n\nEach dimension adds independent performance gains.\n\nThe results are compelling. The 72B variant demonstrates competitive performance with proprietary agents like GPT-5 and Claude 4.5.\n\nValidated across multiple benchmarks: GAIA, HotpotQA, and MuSiQue.\n\nWhy this matters for developers: You don't need to wait for new model releases to improve agent reasoning.\n\nThe modular approach means you can adopt scaling dimensions independently based on your constraints.\n\nOpen-source agents can now compete with proprietary systems through principled optimization.\n\nThis democratizes access to advanced AI reasoning capabilities.\n\nPaper: arxiv. org/abs/2511.11793","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990815581017145479","view_count":9610,"bookmark_count":22,"created_at":1763482396000,"favorite_count":71,"quote_count":0,"reply_count":7,"retweet_count":11,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 is here!\n\nThe most exciting part of this model is the long horizon planning capabilities.\n\nThis is going to unlock complex agentic applications, the likes of which we have never seen.\n\nVibe coding insane applications in one shot, proactive agents that expand our knowledge at unprecedented rates, and agents that lead to major scientific discoveries.\n\nIt's really on!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,237],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990822776198828498","view_count":13445,"bookmark_count":34,"created_at":1763484112000,"favorite_count":97,"quote_count":0,"reply_count":2,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1990822776198828498","full_text":"This is a fun little app created by Gemini 3.\n\nIt shows the spatial reasoning capabilities.\n\nThis could be huge for apps that leverage computer-using agents. \n\nAnd of course, unlocking new ways to interact with computers. Exciting stuff! https://t.co/gBO2Xk7uIB","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990826875816481127","view_count":37186,"bookmark_count":106,"created_at":1763485089000,"favorite_count":293,"quote_count":0,"reply_count":21,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"Google wasn't playing with this Gemini 3 launch!\n\nThey are going for everything.\n\nJust tested out their Antigravity agentic development platform, and it's really fun. \n\nJust helped my son build a quick physics simulator. https://t.co/1p5TeM2R1J","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990875929720070280","view_count":11660,"bookmark_count":39,"created_at":1763496784000,"favorite_count":80,"quote_count":0,"reply_count":27,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1990875929720070280","full_text":"Okay, this is just insane!\n\nJust vibe-coded this AI-powered website designer in MINUTES using Gemini 3.\n\nI am not great at design. I can now collaborate with AI to generate and iterate on designs.\n\nSelecting elements to iterate on and viewing them in different modes also works. https://t.co/GYzMzXL1gX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,13],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1086145626633494528","name":"Varun Mohan","screen_name":"_mohansolo","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"_mohansolo","lang":"qme","retweeted":false,"fact_check":null,"id":"1990589110973849960","view_count":2783,"bookmark_count":0,"created_at":1763428402000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990521386935464099","full_text":"@_mohansolo 🔥","in_reply_to_user_id_str":"1086145626633494528","in_reply_to_status_id_str":"1990521386935464099","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[32,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]},{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[16,31]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"und","retweeted":false,"fact_check":null,"id":"1990813421319635244","view_count":2260,"bookmark_count":0,"created_at":1763481881000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813077172822143","full_text":"@OfficialLoganK @GoogleAIStudio LFG!!!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990813077172822143","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,77],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990816381252546618","view_count":1969,"bookmark_count":2,"created_at":1763482587000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Not to mention that the results on all these other benchmarks are impressive. https://t.co/Yb0D314xyR","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990815581017145479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,55],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990818244312052036","view_count":2255,"bookmark_count":2,"created_at":1763483031000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 Pro's agentic coding capabilities look insane. https://t.co/fIA5IqlMNw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990816381252546618","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,89],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990823592657891612","view_count":1341,"bookmark_count":0,"created_at":1763484306000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"And where do we even start with Gemini 3 Deep Think?\n\nThat ARC-AGI-2 performance is nuts! https://t.co/1XMIFHjxAB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990818244312052036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1990818341859061760","view_count":134,"bookmark_count":0,"created_at":1763483054000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"@realmadhuguru on it :)","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1990816967201050710","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4939401","name":"Patrick Collison","screen_name":"patrickc","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"patrickc","lang":"en","retweeted":false,"fact_check":null,"id":"1990828162482065834","view_count":639,"bookmark_count":0,"created_at":1763485396000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813146987311446","full_text":"@patrickc That is cool!","in_reply_to_user_id_str":"4939401","in_reply_to_status_id_str":"1990813146987311446","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14130366","name":"Sundar Pichai","screen_name":"sundarpichai","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"sundarpichai","lang":"en","retweeted":false,"fact_check":null,"id":"1990854555362312425","view_count":1474,"bookmark_count":0,"created_at":1763491688000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990850427164979318","full_text":"@sundarpichai Keep it coming! :)","in_reply_to_user_id_str":"14130366","in_reply_to_status_id_str":"1990850427164979318","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1990877387836334251","view_count":2108,"bookmark_count":0,"created_at":1763497132000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990861380740591621","full_text":"@soumithchintala Excited for you, Soumith!","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1990861380740591621","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990847529919910063","view_count":2506,"bookmark_count":2,"created_at":1763490013000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"I love this way of testing and debugging apps with the integrated browser preview. The agent can navigate the app and test features, catch bugs, and fix on the go. https://t.co/42c51Vo2hf","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990826875816481127","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nbookmarks":[{"label":"2025-10-21","value":192,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980308459368436093","quoted_status_permalink":{"url":"https://t.co/7tgKp3s1dH","expanded":"https://twitter.com/anthropicai/status/1980308459368436093","display":"x.com/anthropicai/st…"},"retweeted":false,"fact_check":null,"id":"1980312578749526504","view_count":32955,"bookmark_count":134,"created_at":1760978285000,"favorite_count":264,"quote_count":0,"reply_count":16,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"I started to build a little AI research tool with Claude Code & Skills over the weekend.\n\nNow Anthropic adds connectors to other helpful scientific tools.\n\nThey are not messing around!\n\nIt’s about to get insanely interesting to use coding agents like Claude Code for science.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/pRSTl5TgvB","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980403571935130073","view_count":19586,"bookmark_count":54,"created_at":1760999980000,"favorite_count":150,"quote_count":1,"reply_count":8,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"This is huge! I sensed that Claude Code on web was coming.\n\nCoding agents on web serve specific use cases.\n\nThere is a wide opening to improve coding experience on web. If you tried Codex (web) you know this well.\n\nIf it's anything like Claude Code on the terminal, it’s game on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1977811751258513410","name":"NerdyChefs.AI","screen_name":"NerdychefsAI","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"NerdychefsAI","lang":"en","retweeted":false,"fact_check":null,"id":"1980320807709802804","view_count":61,"bookmark_count":0,"created_at":1760980247000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"@NerdychefsAI Will share more soon with some additional thoughts.","in_reply_to_user_id_str":"1977811751258513410","in_reply_to_status_id_str":"1980317151170121729","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,22],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","quoted_status_id_str":"1980052095639126457","quoted_status_permalink":{"url":"https://t.co/uQXRrZImBU","expanded":"https://twitter.com/omarsar0/status/1980052095639126457","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1980372246591095294","view_count":8661,"bookmark_count":3,"created_at":1760992511000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980337282323452300","full_text":"@claudeai Much needed:","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1980337282323452300","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980407566158196747","view_count":43,"bookmark_count":0,"created_at":1761000932000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Safe agentic code execution matters. The sandboxing feature in Claude Code is also neat and well thoughout. https://t.co/ccXK1Uj5si","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980406365781991642","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980405447086731456","view_count":578,"bookmark_count":0,"created_at":1761000427000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"The blog pretty much summarizes why I even tried Codex on web in the first place.\n\nSome stuff can just be done without my constant intervention.\n\nI can offload bug squashing easily now. Or explore new features that are not core (or of high priority) to my current workstreams. https://t.co/52ChIt2VTd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980403571935130073","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,158],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980406365781991642","view_count":329,"bookmark_count":0,"created_at":1761000646000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Claude Code on mobile is exciting. I am often on the road a lot so this is extremely helpful. I normally used GitHub Actions but this should feel more native. https://t.co/Mg7DOWCEQc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980405447086731456","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980371216046170539","view_count":4239,"bookmark_count":1,"created_at":1760992266000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I sensed this was coming I guess. Coding agents via the web serve specific use cases. \nAnd it makes, as there is a wide opening to improve the experience on web.\nWill test to see how the experience feels. If it is anything like Claude Code on the terminal, it’s game on. https://t.co/e20qoUO1XE","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980052095639126457","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":997,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980629163976675779","view_count":58883,"bookmark_count":951,"created_at":1761053765000,"favorite_count":711,"quote_count":6,"reply_count":29,"retweet_count":102,"user_id_str":"3448284313","conversation_id_str":"1980629163976675779","full_text":"People are sleeping on Deep Agents.\n\nStart using them now.\n\nThis is a fun paper showcasing how to put together advanced deep agents for enterprise use cases.\n\nUses the best techniques: task decomposition, planning, specialized subagents, MCP for NL2SQL, file analysis, and more. https://t.co/UePZmIQkWR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684241202520238","view_count":15368,"bookmark_count":23,"created_at":1761066897000,"favorite_count":77,"quote_count":4,"reply_count":7,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"BREAKING: OpenAI launches ChatGPT Atlas. \n\nA new AI-powered browser built around ChatGPT.\n\nChat goes with you anywhere on the web. https://t.co/CjhEC89Ek1","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980689459785134240","view_count":2750,"bookmark_count":1,"created_at":1761068141000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Atlas is a great tool for \"vife-lifing\". \n\nYou can use the agent to delegate tasks (personal or professional) and hopefully improve productivity and curiosity. \n\nAvailable on MacOS. \n\nAgent is only available to Plus and Pro.\n\nMore personalization coming soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980688230904144086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980684242980884483","view_count":1407,"bookmark_count":2,"created_at":1761066897000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"It's OpenAI's attempt at combining the AI chat experience with the browser. \n\nChatGPT is the \"beating heart of Atlas\"!\n\nBuilt to be fast and flexible.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684241202520238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684244818301158","view_count":1741,"bookmark_count":4,"created_at":1761066897000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Three core features of Atlas:\n\n- Chat goes with you anywhere on the web\n- Browser memory to personalize the experience across the web\n- Agents can take actions for you https://t.co/LKcFw8l1cK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684242980884483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,94],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685471987507241","view_count":1222,"bookmark_count":3,"created_at":1761067190000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can invite ChatGPT to any tab you have open.\n\nIt can see the webpage and answer questions. https://t.co/gCe8Ao4ikB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684244818301158","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685725826691098","view_count":1448,"bookmark_count":3,"created_at":1761067251000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can do web searches and click through links to preview pages. \n\nAnd you can continue interacting with webpages seamlessly. https://t.co/7s6pBg1D3c","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685471987507241","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686101888041405","view_count":1424,"bookmark_count":2,"created_at":1761067340000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can polish your emails in-line. \n\nNo more copy-pasting your drafts.\n\nIt's called Cursor Chat. https://t.co/ClXCmO9Yv2","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685725826691098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,157],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686827347456380","view_count":1371,"bookmark_count":3,"created_at":1761067513000,"favorite_count":5,"quote_count":1,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use Agent mode with Atlas. \n\nThis means it can take actions for you. \n\nIt can do tasks in the background as you do other work in different tabs. https://t.co/8XHK746vWT","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686101888041405","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687393964388637","view_count":1118,"bookmark_count":1,"created_at":1761067648000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Agents can take over your browser whenever you want. \n\nAnd you can take back the control anytime you want or need. https://t.co/fGaEgtCqjw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686827347456380","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687837659034102","view_count":1325,"bookmark_count":1,"created_at":1761067754000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"For safety, you can manage in Agent mode whether ChatGPT works alongside you using your logged-in accounts or not. https://t.co/eS0QMQO9bo","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687393964388637","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980688230904144086","view_count":3283,"bookmark_count":3,"created_at":1761067848000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use incognito mode when you don't want ChatGPT to remember what you are doing in the browser. https://t.co/jy4noKCylP","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687837659034102","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":1230,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980997089120444595","view_count":26796,"bookmark_count":263,"created_at":1761141485000,"favorite_count":372,"quote_count":1,"reply_count":11,"retweet_count":65,"user_id_str":"3448284313","conversation_id_str":"1980997089120444595","full_text":"Scaling RL for Trillion-Scale Thinking Model\n\nScaling RL is hard! But this team might have figured out something.\n\nThey introduce Ring-1T, a 1T-parameter MoE reasoning model with ~50B params active per token.\n\nIt’s trained with a long-CoT SFT phase, a verifiable-rewards reasoning RL phase, then a general RLHF phase, and introduces three pieces that make trillion-scale RL actually run:\n\n- IcePop to stabilize updates\n\n- C3PO++ to keep GPUs busy under a token budget\n\n- ASystem to unify high-throughput RL stack\n\nOn benchmarks, it leads open weights on AIME-25, HMMT-25, ARC-AGI-1, LiveCodeBench, CodeForces, and ArenaHard v2.\n\nIt reaches silver-medal level on IMO-2025 using only natural-language reasoning.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"cme295.stanford.edu/syllabus/","expanded_url":"https://cme295.stanford.edu/syllabus/","url":"https://t.co/lpD2idL5co","indices":[311,334]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981030346037612847","view_count":42839,"bookmark_count":964,"created_at":1761149414000,"favorite_count":873,"quote_count":1,"reply_count":8,"retweet_count":153,"user_id_str":"3448284313","conversation_id_str":"1981030346037612847","full_text":"🎓Stanford CME295 Transformers & LLMs\n\nNice to see the new release of this new course on Transformers and LLMs.\n\nGreat way to catch up on the world of LLMs and AI Agents.\n\nIncludes topics like the basics of attention, mixture-of-experts, to agents.\n\nExcited to see more on evals. \n\nFirst lessons available now.\n\nhttps://t.co/lpD2idL5co","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981041821598781673","view_count":1442,"bookmark_count":2,"created_at":1761152150000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981041821598781673","full_text":"Great to see advancements in agentic browsers. \n\nOpenAI Atlas is dope and useful for research.\n\nBut it also reminds me how bad computer-use agents are.\n\nIt sucks at editing and formatting.\n\nWays to go still. Lots of opportunities here for founders.\n\nHave you tried it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[43,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]},{"id_str":"776585502606721024","name":"PyTorch","screen_name":"PyTorch","indices":[17,25]},{"id_str":"14930686","name":"Edward Z. Yang","screen_name":"ezyang","indices":[26,33]},{"id_str":"2786323310","name":"Adam Paszke","screen_name":"apaszke","indices":[34,42]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1981082383894839454","view_count":941,"bookmark_count":1,"created_at":1761161821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981035612540166556","full_text":"@soumithchintala @PyTorch @ezyang @apaszke Damn. I miss PyTorch conferences. Cool crew. :)","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1981035612540166556","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":315,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981373662524821996","view_count":14664,"bookmark_count":12,"created_at":1761231267000,"favorite_count":35,"quote_count":1,"reply_count":8,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981373662524821996","full_text":"Not sure what's up with ChatGPT lately.\n\nProjects don't work as they used to.\n\nI have moved all my Projects to Claude Code Skills.\n\nNight and day!\n\nSkills give you so much personalization. They can easily be adapted too!\n\nThe Claude team really cooked with this one.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981360482813710384","view_count":22232,"bookmark_count":179,"created_at":1761228125000,"favorite_count":234,"quote_count":6,"reply_count":15,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1981360482813710384","full_text":"Lookahead Routing for LLMs\n\nProposes Lookahead, a routing framework to enable more informed routing without full inference.\n\nAchieves an average performance gain of 7.7% over the state-of-the-art.\n\nHere is why it works:\n\nLookahead is a new framework for routing in multi-LLM systems, deciding which model should handle each query.\n\nKey idea: Instead of routing based only on the input query, Lookahead predicts latent representations of potential responses, giving it a “peek” into what each model would say without fully generating text.\n\nSmarter decisions: This response-aware prediction makes routing more context-sensitive and accurate, especially for open-ended or preference-driven tasks.\n\nEfficient learning: It’s highly data-efficient, reaching full performance with only 16% of training data compared to baselines, and learns better semantic representations for routing.\n\nDual design: Works with both causal and masked LM variants, generalizing across multiple architectures.\n\nPerformance: Outperforms state-of-the-art routing methods across seven benchmarks, with the biggest gains in nuanced, creative tasks.\n\nLookahead shows that adding lightweight generative foresight can make multi-model systems more adaptive and cost-efficient without needing full model inference.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364255564935339","view_count":13294,"bookmark_count":114,"created_at":1761229025000,"favorite_count":152,"quote_count":4,"reply_count":8,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"Builds an OS agent for long-horizon tasks.\n\nUses step-wise RL and self-evolve training to enable the agent to carry out long-horizon interactions.\n\nInstead of one big model doing everything, it uses multiple cooperating agents. One for memory and context, one for breaking down complex tasks, and another to check and fix mistakes along the way.\n\nThis is another great example of deep agents to personalize user-agent interactions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,10],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2178012643","name":"Balaji","screen_name":"balajis","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"balajis","lang":"qme","retweeted":false,"fact_check":null,"id":"1981348724157681903","view_count":527,"bookmark_count":0,"created_at":1761225322000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981343012010799545","full_text":"@balajis 🚀","in_reply_to_user_id_str":"2178012643","in_reply_to_status_id_str":"1981343012010799545","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,91],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","quoted_status_id_str":"1981373662524821996","quoted_status_permalink":{"url":"https://t.co/Rz4pIlMnvJ","expanded":"https://twitter.com/omarsar0/status/1981373662524821996","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1981433340801798335","view_count":8433,"bookmark_count":4,"created_at":1761245496000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1981432799212249119","full_text":"@OpenAI I have given up on Projects. It used to work so well and not sure what has changed:","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1981432799212249119","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.19386","expanded_url":"https://arxiv.org/abs/2510.19386","url":"https://t.co/FAqW4vi39w","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364268147888248","view_count":2746,"bookmark_count":6,"created_at":1761229028000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"https://t.co/FAqW4vi39w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981364255564935339","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":1180,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981798842866557281","view_count":56677,"bookmark_count":291,"created_at":1761332638000,"favorite_count":270,"quote_count":4,"reply_count":23,"retweet_count":23,"user_id_str":"3448284313","conversation_id_str":"1981798842866557281","full_text":"On Skills vs. Subagents\n\nBeen using Skills extensively for the past couple of days.\n\nBut like many other Claude Code users, I've been thinking about the difference between subagents and Skills. \n\nSubagents are useful for handing off subtasks (i.e., separation of concerns) from the main task (e.g., deep research with a planner). \n\nAnd skills are about loading context efficiently with a neat tiered system. \n\nSubagents can also leverage Skills.\n\nAnd I sometimes also use custom commands to orchestrate more complex scenarios. They are all useful features to have. \n\nWho knows? This will probably change again or will be unified into one efficient approach in the near future. \n\nBut one is clear today: planning, orchestrating, and context management are all useful patterns for current LLM-based agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,168],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1981793327956865504","view_count":60156,"bookmark_count":829,"created_at":1761331323000,"favorite_count":624,"quote_count":6,"reply_count":16,"retweet_count":120,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"Fundamentals of Building Autonomous LLM Agents\n\nGreat overview of LLM-based agents.\n\nGreat if you are just getting started with AI agents.\n\nThis covers the basics good. https://t.co/zqWYNKvc4i","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,52],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"221658618","name":"Geoffrey Litt","screen_name":"geoffreylitt","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"geoffreylitt","lang":"en","retweeted":false,"fact_check":null,"id":"1981731826990293142","view_count":671,"bookmark_count":0,"created_at":1761316661000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981720163968749736","full_text":"@geoffreylitt Good take. Roughly how I use AI today.","in_reply_to_user_id_str":"221658618","in_reply_to_status_id_str":"1981720163968749736","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.09244","expanded_url":"https://arxiv.org/abs/2510.09244","url":"https://t.co/BqxCInKwfM","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981793340158034389","view_count":5806,"bookmark_count":60,"created_at":1761331326000,"favorite_count":34,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"https://t.co/BqxCInKwfM","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981793327956865504","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":45,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,133],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1982463725589168152","view_count":13170,"bookmark_count":45,"created_at":1761491159000,"favorite_count":139,"quote_count":3,"reply_count":17,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1982463725589168152","full_text":"Curious how Kimi CLI will stack up against Claude Code and the like. \n\nI think there is a lot of room for innovation with CLI agents. https://t.co/h6lRvpVbXL","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":547,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983175377393479759","view_count":18485,"bookmark_count":56,"created_at":1761660830000,"favorite_count":132,"quote_count":6,"reply_count":26,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"Damn it! Now it’s hard to think of building AI agents without access to the filesystem and agentic search.\n\nClaude Code has spoiled me.\n\nBut my agents are so darn better with bash, glob, grep, files, skills, and the like. \n\nMemory, context engineering, evals, etc — all better.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180523473354906","view_count":44828,"bookmark_count":401,"created_at":1761662057000,"favorite_count":391,"quote_count":2,"reply_count":23,"retweet_count":61,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"Microsoft's open-source game is on 🔥!\n\nThey release Agent Lightning to help optimize multi-agent systems.\n\nIt works with popular agent frameworks. Barely any code change needed.\n\nIntegrates algos like RL, Automatic Prompt Optimization, Supervised Fine-tuning, and more. https://t.co/6dbmVQeLYU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983195339382501476","quoted_status_permalink":{"url":"https://t.co/TfSChnt80H","expanded":"https://twitter.com/taranjeetio/status/1983195339382501476","display":"x.com/taranjeetio/st…"},"retweeted":false,"fact_check":null,"id":"1983200901402927115","view_count":16522,"bookmark_count":58,"created_at":1761666915000,"favorite_count":128,"quote_count":0,"reply_count":10,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1983200901402927115","full_text":"Memory for AI agents is a bigger deal than it looks.\n\nHuge congrats to the Mem0 team on their Series A.\n\nI've been building with mem0 for the past couple of months. It's clear this team is building some impressive stuff.\n\nCheck them out if you are an AI dev building agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1882380791751303168","name":"arti","screen_name":"claudeusmaximus","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"claudeusmaximus","lang":"en","retweeted":false,"fact_check":null,"id":"1983186700810760214","view_count":197,"bookmark_count":0,"created_at":1761663529000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@claudeusmaximus i wouldn't throw away vector dbs just yet -- there is a world where both and even emerging search tools exist","in_reply_to_user_id_str":"1882380791751303168","in_reply_to_status_id_str":"1983181568207401040","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1983186373881561446","view_count":170,"bookmark_count":0,"created_at":1761663452000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@iamrobotbear yeah, that would be great","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1983185724716528105","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1534421484546174976","name":"Taranjeet","screen_name":"taranjeetio","indices":[0,12]},{"id_str":"1670746017828859904","name":"mem0","screen_name":"mem0ai","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"taranjeetio","lang":"en","retweeted":false,"fact_check":null,"id":"1983201017601896723","view_count":1255,"bookmark_count":0,"created_at":1761666943000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983195339382501476","full_text":"@taranjeetio @mem0ai Congrats!","in_reply_to_user_id_str":"1534421484546174976","in_reply_to_status_id_str":"1983195339382501476","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/microsoft/agen…","expanded_url":"https://github.com/microsoft/agent-lightning","url":"https://t.co/guN9Q93Uig","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180535943118949","view_count":3508,"bookmark_count":32,"created_at":1761662060000,"favorite_count":35,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"https://t.co/guN9Q93Uig","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983180523473354906","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":566,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983630211506958699","view_count":14776,"bookmark_count":6,"created_at":1761769271000,"favorite_count":38,"quote_count":3,"reply_count":12,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983630211506958699","full_text":"What happened to AGI?\n\nI don't see anyone mentioning it on my timeline anymore. \n\nApparently, it's now ASI. :)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983637226996298210","view_count":28999,"bookmark_count":172,"created_at":1761770943000,"favorite_count":178,"quote_count":0,"reply_count":18,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1983637226996298210","full_text":"There is so much value in data for training/tuning LLM agents.\n\nBut there aren't too many good public ones.\n\nIf you do find a good one, it's not in a standard format, and tools vary.\n\nAgent Data Protocol attempts to solve this by unifying datasets for fine-tuning LLM agents. https://t.co/pzSkHzoNlT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.24699","expanded_url":"https://arxiv.org/abs/2510.24699","url":"https://t.co/Vqy0hRwKOR","indices":[1530,1553]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983646041850495140","view_count":25802,"bookmark_count":387,"created_at":1761773045000,"favorite_count":343,"quote_count":3,"reply_count":11,"retweet_count":51,"user_id_str":"3448284313","conversation_id_str":"1983646041850495140","full_text":"This is actually a clever context engineering technique for web agents.\n\nIt's called AgentFold, an agent that acts as a self-aware knowledge manager.\n\nIt treats context as a dynamic cognitive workspace by folding information at different scales:\n\n- Light folding: Compressing small details while keeping the important stuff\n\n- Deep folding: Combining multiple steps or tasks into a simplified summary\n\nMore of my notes:\n\n1) Solving context saturation – Traditional ReAct-based web agents accumulate noisy histories, causing context overload, while fixed summarization methods risk irreversible information loss. AgentFold introduces a dynamic folding paradigm that balances detail preservation with efficient compression.\n\n2) Proactive context management – Rather than passively logging history, AgentFold actively manages its workspace through multi-scale folding operations, adapting to task complexity and information density in real-time.\n\n3) Impressive efficiency – AgentFold-30B achieves 36.2% on BrowseComp and 47.3% on BrowseComp-ZH, outperforming dramatically larger open-source models like DeepSeek-V3.1-671B and surpassing proprietary agents like OpenAI's o4-mini.\n\n4) Simple training approach – Achieved through SFT without requiring continual pre-training or RL, making it more accessible for AI practitioners.\n\n5) Significant resource advantage – Achieves competitive performance with 30B parameters versus competitors using 671B+ parameters. Major efficiency gains for web agent development and deployment.\n\nPaper: https://t.co/Vqy0hRwKOR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,94],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2309105822","name":"Eric Jang","screen_name":"ericjang11","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"ericjang11","lang":"en","retweeted":false,"fact_check":null,"id":"1983341537150054546","view_count":614,"bookmark_count":0,"created_at":1761700445000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983257382739390820","full_text":"@ericjang11 So cool to see your years of work come to life like this. What an exciting future.","in_reply_to_user_id_str":"2309105822","in_reply_to_status_id_str":"1983257382739390820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983558992141189401","view_count":3,"bookmark_count":0,"created_at":1761752291000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician in what sense?","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983557629315068111","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"240008974","name":"Greg Kamradt","screen_name":"GregKamradt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"GregKamradt","lang":"en","retweeted":false,"fact_check":null,"id":"1983557531348988200","view_count":124,"bookmark_count":1,"created_at":1761751942000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983186681240174791","full_text":"@GregKamradt I used to do this a lot but now I just switch to plan mode when I don’t want code to be written. And then switch back to auto edits or manually approved edits depending on complexity of task. Shift + Tab does it for me.","in_reply_to_user_id_str":"240008974","in_reply_to_status_id_str":"1983186681240174791","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,18],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1495078042498002950","name":"finbarr","screen_name":"finbarrtimbers","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"finbarrtimbers","lang":"qme","retweeted":false,"fact_check":null,"id":"1983523296873214152","view_count":417,"bookmark_count":0,"created_at":1761743780000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983272290520576182","full_text":"@finbarrtimbers ❤️","in_reply_to_user_id_str":"1495078042498002950","in_reply_to_status_id_str":"1983272290520576182","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983560946405589395","view_count":4,"bookmark_count":0,"created_at":1761752757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician Not sure how others use Claude Code, but I am using both MCP and Skills in all my workflows.","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983559552910966963","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":705,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892163990843692","view_count":21556,"bookmark_count":239,"created_at":1761831725000,"favorite_count":294,"quote_count":5,"reply_count":11,"retweet_count":54,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Graph-based Agent Planning\n\nIt lets AI agents run multiple tools in parallel to accelerate task completion.\n\nUses graphs to map tool dependencies + RL to learn the best execution order.\n\nRL also helps with scheduling strategies and planning.\n\nMajor speedup for complex tasks. https://t.co/3w5rluxJfm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983662836896448756","quoted_status_permalink":{"url":"https://t.co/fHpZcgxjzl","expanded":"https://twitter.com/cognition/status/1983662836896448756","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1983892272492978178","view_count":7503,"bookmark_count":12,"created_at":1761831751000,"favorite_count":30,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983892272492978178","full_text":"It's pretty exciting to see how fast agentic models are getting. \n\nBesides improved reliability, speed is a must for coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915573215162873","view_count":41421,"bookmark_count":142,"created_at":1761837306000,"favorite_count":320,"quote_count":3,"reply_count":21,"retweet_count":34,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🚀 MiniMax-M2 is the new top-tier open model for agentic workflows and advanced coding.\n\n• #1 Open-source Model & #4 Intelligence (Artificial Analysis)\n• 200k context window (128K max output tokens)\n• ~100 TPS throughput\n• 8% Claude Sonnet price, ~2x faster\n\nMore details: https://t.co/75bNpTJmY4","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983963939646881854","quoted_status_permalink":{"url":"https://t.co/BylacwdRYN","expanded":"https://twitter.com/claudeai/status/1983963939646881854","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1983976239531761888","view_count":38493,"bookmark_count":253,"created_at":1761851770000,"favorite_count":219,"quote_count":1,"reply_count":6,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"This has been one of the most epic uses of Skills.\n\nBuilding, testing, and optimizing MCP tools.\n\nA few of my MCP tools are agent-powered, so I ended up generalizing the skill to optimize agents and context.\n\nWriting, evals, data analysis, most of it moved to Claude Code now. 🚀","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983916779660362154","view_count":3130,"bookmark_count":2,"created_at":1761837594000,"favorite_count":11,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Personally, it's very exciting to see open efforts for models that do well for agentic workflows. \n\nLet me know if you would like to see a guide on this and how I have started to use it for AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915652764332401","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983979069432852744","view_count":3251,"bookmark_count":6,"created_at":1761852445000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983976239531761888","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915592055968239","view_count":1086,"bookmark_count":4,"created_at":1761837311000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🐙 Engineered for Agents & Code\n\n• M2 excels in math, science, and code.\n• #1 Open-source Model & #4 Intelligence (by Artificial Analysis & LMArena)\n• Crushes SWE-Bench + Terminal-Bench.\n• Comparable to top proprietary models in BrowseComp.\n\nPowered by MiniMax’s CISPO scaling algorithm, the technique is highlighted in Meta’s \"Art of Scaling RL Compute.\"","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915573215162873","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,189],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915607608455540","view_count":525,"bookmark_count":2,"created_at":1761837314000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"1️⃣ #1 on OpenRouter's Top Today Chart!\n\nJust a few days after release, it's trending to be the top open-source model in terms of token usage in OpenRouter.\n\nIt's taking off really quickly. https://t.co/MIa57aZyLd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915592055968239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915623181894127","view_count":459,"bookmark_count":1,"created_at":1761837318000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"👨💻 Agentic Intelligence, Simplified\n\nSupports full dev cycles: multi-file edits → run → debug → auto-fix.\n\nM2 enables developers to transition seamlessly from the shell to the browser to MCP tools. Great for agents & long-horizon tasks.\n\nM2 plans, executes, retrieves, and self-corrects autonomously.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915607608455540","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/MiniMax-AI/Min…","expanded_url":"https://github.com/MiniMax-AI/MiniMax-M2","url":"https://t.co/cBgswjsHzG","indices":[250,273]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915635655766483","view_count":977,"bookmark_count":4,"created_at":1761837321000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🧠 Built for Efficiency & Accuracy\n\nBuilt for multi-hop, retrieval-heavy reasoning.\n\nM2 also shows that activation size matters.\n\nIt uses 10B activations, which leads to more responsive agent loops + better unit economics.\n\nMore info in the repo: https://t.co/cBgswjsHzG","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915623181894127","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,250],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/elvism2","expanded_url":"https://bit.ly/elvism2","url":"https://t.co/i0r1R48XXb","indices":[107,130]},{"display_url":"platform.minimax.io/docs/guides/te…","expanded_url":"https://platform.minimax.io/docs/guides/text-generation","url":"https://t.co/YdCOkaAbo2","indices":[138,161]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915652764332401","view_count":3905,"bookmark_count":12,"created_at":1761837325000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Free for all devs, globally via MiniMax Agent and APIs for a limited time.\n\nTry it:\n🔹 MiniMax Agent (Web): https://t.co/i0r1R48XXb\n🔹 API: https://t.co/YdCOkaAbo2\n\nAlso live across Claude Code, Cursor, Cline, Roo Code, Grok CLI, Gemini CLI & more. https://t.co/chVipM5l6O","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915635655766483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,180],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1983976239531761888","url":"https://t.co/O5K64wV3Sg","indices":[157,180]}],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1983976239531761888","quoted_status_permalink":{"url":"https://t.co/O5K64wV3Sg","expanded":"https://x.com/omarsar0/status/1983976239531761888","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1983977067374113202","view_count":1536,"bookmark_count":9,"created_at":1761851968000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983961480254083225","full_text":"@trq212 Actually, the easiest might be Claude Code + Skills. ;)\n\nSkills have allowed me to better package best practices into how I build agentic systems. \n\nhttps://t.co/O5K64wV3Sg","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1983961480254083225","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.25320","expanded_url":"https://arxiv.org/abs/2510.25320","url":"https://t.co/1Zv2ziLTDV","indices":[7,30]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892176892522642","view_count":3223,"bookmark_count":17,"created_at":1761831728000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Paper: https://t.co/1Zv2ziLTDV","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983892163990843692","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","retweeted":false,"fact_check":null,"id":"1983979175020003663","view_count":1234,"bookmark_count":2,"created_at":1761852470000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983963930356752820","full_text":"Thanks for the feature. I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1983963941199102450","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":497,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983556187632365712","quoted_status_permalink":{"url":"https://t.co/Q5cfxJfnTr","expanded":"https://twitter.com/zeeg/status/1983556187632365712","display":"x.com/zeeg/status/19…"},"retweeted":false,"fact_check":null,"id":"1984069751518515644","view_count":12338,"bookmark_count":19,"created_at":1761874065000,"favorite_count":48,"quote_count":0,"reply_count":6,"retweet_count":6,"user_id_str":"3448284313","conversation_id_str":"1984069751518515644","full_text":"The “MCP is dead” camp is just as clueless as the “RAG is dead” camp.\n\nThey have absolutely no clue what they are talking about.\n\nJust watch what happens in the next couple of weeks in this timeline.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984235423707844958","view_count":37257,"bookmark_count":179,"created_at":1761913564000,"favorite_count":141,"quote_count":0,"reply_count":11,"retweet_count":14,"user_id_str":"3448284313","conversation_id_str":"1984235423707844958","full_text":"Excited to announce our academy's first cohort-based course, Building Effective AI Agents.\n\nThis is the one solution that teaches, end-to-end, how to build, evaluate, and deploy AI agents.\n\nFor 1 month, you'll build with cutting-edge techniques like memory and deep agents. https://t.co/WSHrGS0mnU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984248563711586493","view_count":40089,"bookmark_count":263,"created_at":1761916697000,"favorite_count":442,"quote_count":2,"reply_count":40,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"The more I use Claude Code, the more it makes me believe that I can build whatever I want.\n\nIt coded this little feature flawlessly in one shot.\n\nIt's a luxury feature (I haven't had the time to implement it) that lots of people have been asking for our guides. \n\nShipping soon! https://t.co/qISPApi7lS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1984251183331262739","quoted_status_permalink":{"url":"https://t.co/McUYOwPQJa","expanded":"https://twitter.com/dair_ai/status/1984251183331262739","display":"x.com/dair_ai/status…"},"retweeted":false,"fact_check":null,"id":"1984253171334893809","view_count":7641,"bookmark_count":13,"created_at":1761917796000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984253171334893809","full_text":"One of the many AI-powered tools we are providing to our academy subs. \n\nIt's in beta, but I believe it's already extremely useful to students navigating technical AI courses. \n\nIt can even translate, which is a super boost for some of our learners.\n\nStay tuned for more!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863959670169501696","name":"Kimi.ai","screen_name":"Kimi_Moonshot","indices":[0,14]},{"id_str":"1471128655699062784","name":"Zed","screen_name":"zeddotdev","indices":[15,25]}]},"favorited":false,"in_reply_to_screen_name":"Kimi_Moonshot","lang":"en","retweeted":false,"fact_check":null,"id":"1984251629026308362","view_count":1722,"bookmark_count":0,"created_at":1761917428000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984207733177090274","full_text":"@Kimi_Moonshot @zeddotdev Huge! Congrats, team.","in_reply_to_user_id_str":"1863959670169501696","in_reply_to_status_id_str":"1984207733177090274","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,103],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38821351","name":"Klaas","screen_name":"forgebitz","indices":[0,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}]},"favorited":false,"in_reply_to_screen_name":"forgebitz","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984237838779703623","view_count":1164,"bookmark_count":4,"created_at":1761914140000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984214576033100048","full_text":"@forgebitz Interesting idea. I was thinking of the same lately after seeing this in the Anthropic docs: https://t.co/gAARQYnsOO","in_reply_to_user_id_str":"38821351","in_reply_to_status_id_str":"1984214576033100048","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,204],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","retweeted":false,"fact_check":null,"id":"1984304979671224702","view_count":5995,"bookmark_count":2,"created_at":1761930148000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984304194837528864","full_text":"@OpenAI I really wish Atlas would improve on more advanced browser operations. It can click buttons and do regular browsing, but it gets stuck quite often when it's adding, formatting, or creating things.","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1984304194837528864","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"promptingguide.ai/agents/deep-ag…","expanded_url":"https://www.promptingguide.ai/agents/deep-agents","url":"https://t.co/EP15vqHmOL","indices":[108,131]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984280472365760852","view_count":6547,"bookmark_count":14,"created_at":1761924305000,"favorite_count":19,"quote_count":0,"reply_count":4,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"This is roughly how it would work. You can click on copy markdown or send the guide to ChatGPT or Claude. \n\nhttps://t.co/EP15vqHmOL https://t.co/hUXeh130Du","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984248563711586493","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1984281498057687053","view_count":3350,"bookmark_count":3,"created_at":1761924549000,"favorite_count":11,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"I am pushing out lots of improvements to the guide, including new advanced guides, in the coming weeks. \n\nClaude Code has been instrumental in maintaining this open-source project.\n\nI feel like I can now ship all the luxury features I had in mind for the guide. More soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984280472365760852","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","retweeted":false,"fact_check":null,"id":"1984281863679328336","view_count":504,"bookmark_count":0,"created_at":1761924637000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"@theideogenesis I have been trying it for the past couple of weeks, but it just doesn't stick for some reason.","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1984281595214492083","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":450,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984641893519839271","view_count":81503,"bookmark_count":449,"created_at":1762010474000,"favorite_count":505,"quote_count":3,"reply_count":32,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"Simplicity is at the heart of great software.\n\nThis is one of the reasons why Claude Code has been sticky for me.\n\nAs a builder, I love planning and brainstorming, and this is now a key focus of Claude Code.\n\nI use Shift + Tab a lot to cycle between brainstorming, planning, and execution.\n\nThis functionality provides the appropriate interface for me to either be very involved or less involved as I please.\n\nThis works particularly well when building out new and complex features or entire new projects.\n\nThis saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that.\n\nI have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed.\n\nVibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1984647765377307081","view_count":923,"bookmark_count":0,"created_at":1762011874000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984645815361814672","full_text":"@OfficialLoganK 💯 vibe coding removes so many barriers","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1984645815361814672","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,80],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1899832852910624768","name":"CrazyAI Tech","screen_name":"CrazyAITech","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"CrazyAITech","lang":"en","retweeted":false,"fact_check":null,"id":"1984645346706747549","view_count":1624,"bookmark_count":1,"created_at":1762011298000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@CrazyAITech there is a good reason why i use it inside the IDE but yeah i agree","in_reply_to_user_id_str":"1899832852910624768","in_reply_to_status_id_str":"1984644313788133486","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1727823147045388288","name":"TrevorPillows","screen_name":"TrevorPillowsSa","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"TrevorPillowsSa","lang":"en","retweeted":false,"fact_check":null,"id":"1984648134706774371","view_count":79,"bookmark_count":0,"created_at":1762011962000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@TrevorPillowsSa it's not only bugs... it's design taste, architecture decisions, and other important decisions","in_reply_to_user_id_str":"1727823147045388288","in_reply_to_status_id_str":"1984647392453673433","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":109,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985022450606714899","view_count":36665,"bookmark_count":107,"created_at":1762101206000,"favorite_count":127,"quote_count":1,"reply_count":19,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Proactive agents are going to fundamentally change how we interact with software.\n\nTraditional software and UI/UX are about to get a major upgrade.\n\nProactive agents will eliminate broken interfaces.\n\nWe know really well that the way we interact with computers and devices today is broken (including mobile phones), and I believe we might finally be able to fix that.\n\nProactive agents will carry out an insane amount of work for you, and the way we provide them feedback and assess outputs cannot be supported by current interfaces.\n\nCurrent interfaces limit proactive agents.\n\nWe need to reassess how we interact with software, hardware, and digital information. There is a lot of work to do on the research and engineering front. First-principles thinking will thrive here.\n\nThe change is coming whether you like it or not.\n\nI can't wait for the day when I don't have to waste time looking or chatting for information in a million tabs in my browser.\n\nMost of my work already happens in Claude Code. From writing, to evals, to data analysis, to deep research, all the way to coding entire apps and building new experiences for our communities. Coding agents also scale nicely with parallelizing tasks. But that's touching the surface. I believe it's a glimpse of the future that's coming. A new form factor could emerge, too.\n\nI also like using ChatGPT Pulse daily, which is basically a proactive AI looking for what it thinks I will enjoy reading. Not only that, it is also shaping my health habits and how to improve as a person.\n\nProactive agents will be able to work 24 hours a day (all year round), which means more can get done in shorter timelines, leading to significant boosts in productivity across the board.\n\nI know for many, this will feel like a very optimistic view. I, too, will acknowledge the limitations of LLM-based agents. But I am already building personalized proactive agents for the future, and even with its current limitations, it's already enabling and accelerating my impact through various efforts in open-source, consulting, science, and education. I feel like we have built a good foundation to accelerate how much positive impact we can bring to our customers and communities.\n\nThe most exciting change I am witnessing in my life is the balance that this technology brings. I can finally build relentlessly (with AI assistants), take care of my health (and those of my loved ones), and explore new passions. Proactive agents will only accelerate this further.\n\nLots of changes, socially, economically, culturally, and philosophically, will happen. Still thinking deeply about how this changes the way we accelerate humanity. \n\nFeel free to disagree/agree with me. I would love to genuinely hear how others are thinking of a future with abundant AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"GoogleAIStudio","lang":"en","retweeted":false,"fact_check":null,"id":"1985095499926360108","view_count":1428,"bookmark_count":0,"created_at":1762118623000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985095028612698534","full_text":"@GoogleAIStudio Great addition. Thank you!","in_reply_to_user_id_str":"1742923424056713217","in_reply_to_status_id_str":"1985095028612698534","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,286],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3284645496","name":"Md. Mehedi Hasan Rakib","screen_name":"mehedi_u","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"mehedi_u","lang":"en","retweeted":false,"fact_check":null,"id":"1985028498180710883","view_count":282,"bookmark_count":0,"created_at":1762102648000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Great question. That's why I initially started this note on interfaces. I think that's where a lot of innovation needs to happen. I suspect new form factors or changing fundamentally how we interact with AI/software. On the agency part, I think that's where personalization or true understanding of our individual experiences will come into play. I don't think AI is there today. Lots to think about here, but just sharing quick thoughts.","in_reply_to_user_id_str":"3284645496","in_reply_to_status_id_str":"1985027377013961156","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1985023375563981297","view_count":173,"bookmark_count":0,"created_at":1762101427000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@SrinivasValekar One of the areas I am spending a lot of time on recently. So much we can build here.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1985023080251695430","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"102288215","name":"Swayson","screen_name":"Swayson","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Swayson","lang":"en","retweeted":false,"fact_check":null,"id":"1985024481581023458","view_count":123,"bookmark_count":0,"created_at":1762101691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@Swayson I can admit there were issues early on but this has improved with better interfaces and workflows.","in_reply_to_user_id_str":"102288215","in_reply_to_status_id_str":"1985024027010998610","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,185],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4697265492","name":"Ak afridi","screen_name":"afridi_aka1","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"afridi_aka1","lang":"en","retweeted":false,"fact_check":null,"id":"1985029233710678035","view_count":72,"bookmark_count":0,"created_at":1762102824000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@afridi_aka1 I like the mention of intuity here. So much progress on personalization needs to happen. And I think that's the area that we, as a field, have not been able to crack (yet).","in_reply_to_user_id_str":"4697265492","in_reply_to_status_id_str":"1985028663050375633","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,195],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"346640777","name":"Matt Pocock","screen_name":"mattpocockuk","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mattpocockuk","lang":"en","retweeted":false,"fact_check":null,"id":"1985025447625896143","view_count":2925,"bookmark_count":2,"created_at":1762101921000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984971345839439880","full_text":"@mattpocockuk Windsurf takes the crown for me. Haven't had the need to change it since I installed it. I know their team has worked really hard on the tab to complete, and they keep improving it.","in_reply_to_user_id_str":"346640777","in_reply_to_status_id_str":"1984971345839439880","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":334,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348779193860414","view_count":31167,"bookmark_count":168,"created_at":1762179009000,"favorite_count":150,"quote_count":2,"reply_count":13,"retweet_count":22,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Long-term memory doesn't have to suck!\n\nHere is the problem: even LLMs with 1M token windows struggle substantially as dialogues lengthen.\n\nRaw context capacity alone is insufficient for effective long-term conversational memory.\n\nOn the other hand, hybrid memory approaches work really well on AI agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985358804469284945","view_count":6743,"bookmark_count":10,"created_at":1762181399000,"favorite_count":51,"quote_count":1,"reply_count":7,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985358804469284945","full_text":"Vibe coding is cute, but pair it with intentional development cycles, and watch how far you can take a project with coding agents today.\n\nLearn to code and vibe code. You won't regret it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985353551984427435","view_count":11085,"bookmark_count":75,"created_at":1762180147000,"favorite_count":92,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985353551984427435","full_text":"Cool project showcasing the use of multi-agent systems for scientific research. https://t.co/zTBaYYbrcd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985383441953923221","quoted_status_permalink":{"url":"https://t.co/afIj7eO4Ef","expanded":"https://twitter.com/garrytan/status/1985383441953923221","display":"x.com/garrytan/statu…"},"retweeted":false,"fact_check":null,"id":"1985406276986098174","view_count":22025,"bookmark_count":62,"created_at":1762192718000,"favorite_count":84,"quote_count":1,"reply_count":14,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985406276986098174","full_text":"Mostly agree with this. \n\n\"Write evals\" sounds scary to most people, but it's a stand-out skill for AI agent builders today.\n\nFrom building datasets to verification to understanding how to connect metrics to business value.\n\nEvals are now a requirement in our academy.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348795098673594","view_count":781,"bookmark_count":14,"created_at":1762179013000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"This paper proposes LIGHT, a cognitive-inspired framework that equips LLMs with three complementary memory systems.\n\n(Paper in the last tweet)\n\n- 1) episodic memory - a vector database storing key-value pairs and summaries of dialogue turns for retrieval,\n- 2) working memory - the most recent dialogue pairs, and\n- 3) a scratchpad - an iteratively compressed semantic layer that accumulates salient facts, user instructions, and temporal anchors after each turn.\n\nAt inference time, the LLM generates responses by conditioning on retrieved episodic content, working memory context, and filtered scratchpad entries relevant to the query.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348779193860414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985348807849300249","view_count":2947,"bookmark_count":1,"created_at":1762179016000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Key Results/Insights:\n\nLIGHT consistently outperforms both long-context LLMs and RAG baselines across all conversation lengths, with improvements growing as context increases: +49-60% at 100K-1M tokens, and dramatic +107-156% gains at 10M tokens where no model natively supports full context.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348795098673594","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.27246","expanded_url":"https://arxiv.org/abs/2510.27246","url":"https://t.co/wR2fwdzVoJ","indices":[421,444]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348825197039718","view_count":2942,"bookmark_count":4,"created_at":1762179020000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"The framework shows the largest relative improvements in tasks requiring long-range reasoning: summarization (+160.6%), multi-hop reasoning (+27.2%), and preference following (+76.5%).\n\nAblation studies reveal that all components become increasingly essential as context grows. At 10M tokens, removing any single component causes significant performance drops (retrieval -8.5%, scratchpad -3.7%, noise filtering -8.3%).\n\nhttps://t.co/wR2fwdzVoJ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348807849300249","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"12963432","name":"Armin Ronacher ⇌","screen_name":"mitsuhiko","indices":[0,10]},{"id_str":"1901022787164401666","name":"Amp","screen_name":"AmpCode","indices":[11,19]}]},"favorited":false,"in_reply_to_screen_name":"mitsuhiko","lang":"en","retweeted":false,"fact_check":null,"id":"1985380447614894151","view_count":993,"bookmark_count":0,"created_at":1762186559000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985338965516247395","full_text":"I find this puzzling as well. Like, there are so many ways to use coding agents, and there are even free ones too. \n\nI use coding agents (paid ones) for my side projects, as it also provides a good test bed to gain experience on where to improve my workflows and pushes me to figure out how to ship things faster.","in_reply_to_user_id_str":"12963432","in_reply_to_status_id_str":"1985338965516247395","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":1084,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985745152204554720","view_count":18124,"bookmark_count":215,"created_at":1762273512000,"favorite_count":216,"quote_count":3,"reply_count":12,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1985745152204554720","full_text":"Tools-to-Agent Retrieval\n\nThis work presents a unified vector space embedding of both tools and agents with metadata links.\n\nEnables fine-grained tool-level and agent retrieval.\n\nIt's a great context engineering approach in that it retrieves at both the tool and agent levels using a joint index, returning whichever better matches the query.\n\nIt preserves fine-grained tool details while keeping the agent context intact, avoiding the information loss from collapsing many tools into coarse descriptions.\n\nThis is useful for scaling tools and multi-agent systems.\n\nHuge improvements on LiveMCPBench.\n\nPaper: arxiv. org/abs/2511.01854","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747392558481584","view_count":114,"bookmark_count":4,"created_at":1762274046000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747392558481584","full_text":"Context Engineering 2.0\n\nThis reports discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747789796483109","view_count":79242,"bookmark_count":865,"created_at":1762274141000,"favorite_count":744,"quote_count":9,"reply_count":30,"retweet_count":147,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"Context Engineering 2.0\n\nThis report discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities, so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"974757274206978049","name":"cat","screen_name":"_catwu","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"_catwu","lang":"en","retweeted":false,"fact_check":null,"id":"1985763059403473162","view_count":227,"bookmark_count":0,"created_at":1762277781000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985754411675930775","full_text":"@_catwu Nice. Thanks!","in_reply_to_user_id_str":"974757274206978049","in_reply_to_status_id_str":"1985754411675930775","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,61],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1962061010849697792","name":"Min Chon Chi","screen_name":"MinChonChiSF","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"MinChonChiSF","lang":"en","retweeted":false,"fact_check":null,"id":"1985756195013918736","view_count":1692,"bookmark_count":0,"created_at":1762276145000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"@MinChonChiSF Yeah, that's the part I like about this report.","in_reply_to_user_id_str":"1962061010849697792","in_reply_to_status_id_str":"1985755327250260413","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":2679,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1986099467914023194","view_count":173591,"bookmark_count":2609,"created_at":1762357987000,"favorite_count":1520,"quote_count":11,"reply_count":55,"retweet_count":233,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"Anthropic just posted another banger guide.\n\nThis one is on building more efficient agents to handle more tools and efficient token usage.\n\nThis is a must-read for AI devs!\n\n(bookmark it)\n\nIt helps with three major issues in AI agent tool calling: token costs, latency, and tool composition.\n\nHow? It combines code executions with MCP, where it turns MCP servers into code APIs rather than direct tool calls.\n\nHere is all you need to know:\n\n1. Token Efficiency Problem: Loading all MCP tool definitions upfront and passing intermediate results through the context window creates massive token overhead, sometimes 150,000+ tokens for complex multi-tool workflows.\n\n2. Code-as-API Approach: Instead of direct tool calls, present MCP servers as code APIs (e.g., TypeScript modules) that agents can import and call programmatically, reducing the example workflow from 150k to 2k tokens (98.7% savings).\n\n3. Progressive Tool Discovery: Use filesystem exploration or search_tools functions to load only the tool definitions needed for the current task, rather than loading everything upfront into context. This solves so many context rot and token overload problems.\n\n4. In-Environment Data Processing: Filter, transform, and aggregate data within the code execution environment before passing results to the model. E.g., filter 10,000 spreadsheet rows down to 5 relevant ones.\n\n5. Better Control Flow: Implement loops, conditionals, and error handling with native code constructs rather than chaining individual tool calls through the agent, reducing latency and token consumption.\n\n6. Privacy: Sensitive data can flow through workflows without entering the model's context; only explicitly logged/returned values are visible, with optional automatic PII tokenization.\n\n7. State Persistence: Agents can save intermediate results to files and resume work later, enabling long-running tasks and incremental progress tracking.\n\n8. Reusable Skills: Agents can save working code as reusable functions (with SKILL .MD documentation), building a library of higher-level capabilities over time.\n\nThis approach is complex and it's not perfect, but it should enhance the efficiency and accuracy of your AI agents across the board.\n\nanthropic. com/engineering/code-execution-with-mcp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[136,146]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986118895108002012","view_count":11456,"bookmark_count":36,"created_at":1762362619000,"favorite_count":44,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Confidence is everything when building great software.\n\nLove how Yansu is approaching this.\n\nYansu is a new AI coding platform built by @isoformai for serious and complex software development.\n\nIt puts scenario simulation before coding.\n\nHere is the sauce: https://t.co/GSPmLAr09r","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1985755284527010167","quoted_status_permalink":{"url":"https://t.co/94DayvkGsO","expanded":"https://twitter.com/cognition/status/1985755284527010167","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1986078529641975809","view_count":10506,"bookmark_count":28,"created_at":1762352995000,"favorite_count":61,"quote_count":0,"reply_count":5,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986078529641975809","full_text":"Code understanding is a huge unlock for devs building with coding agents. \n\nWindsurf Codemaps is an exciting feature and a good example of what effective and automatic context engineering looks like.\n\nThis really has the potential to unleash 10x AI engineers. https://t.co/gRkHxdSMmx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2173922899","name":"Shubham Desale","screen_name":"Shubham_dd","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Shubham_dd","lang":"en","retweeted":false,"fact_check":null,"id":"1986140364860805600","view_count":5139,"bookmark_count":0,"created_at":1762367738000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@Shubham_dd Yeah I think I read that too.","in_reply_to_user_id_str":"2173922899","in_reply_to_status_id_str":"1986137343393472532","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"723459461751418880","name":"Adam Dittrich","screen_name":"AdamDittrichOne","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"AdamDittrichOne","lang":"en","retweeted":false,"fact_check":null,"id":"1986181460055728423","view_count":3585,"bookmark_count":0,"created_at":1762377536000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@AdamDittrichOne I am working on some new material to make all of these context engineering approaches and MCP building more accessible. More soon.","in_reply_to_user_id_str":"723459461751418880","in_reply_to_status_id_str":"1986157072690389145","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/491WwY7","expanded_url":"https://bit.ly/491WwY7","url":"https://t.co/tM2N0plpAc","indices":[250,273]}],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[49,59]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986119200822468838","view_count":3986,"bookmark_count":6,"created_at":1762362692000,"favorite_count":18,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Don't just take my word for it.\n\nWith Yansu, the @isoformai team is already helping mid-market enterprise clients cut time to value by 83%.\n\nIt has saved up to $100,000 per project.\n\nAnd even helped teams recover 3-6 months of revenue.\n\nTry it here: https://t.co/tM2N0plpAc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986119188600197486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":1111,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439248745275577","view_count":50988,"bookmark_count":636,"created_at":1762438997000,"favorite_count":429,"quote_count":0,"reply_count":23,"retweet_count":48,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Building MCP tools for LLMs is a standout AI skill today.\n\nI just launched a short, hands-on lab to help everyone build their first MCP server and integrate it with AI tools like ChatGPT and Claude.\n\nAnyone (even non-technical people) will find the lab useful.\n\nWhat you will learn:\n\n- How to index your data into Pinecone (popular vector store)\n- Build an MCP server in n8n on top of the data source\n- Build and connect an agentic search tool that efficiently retrieves data from your Pinecone datasource\n- And connect and test your MCP server and tools inside ChatGPT and Claude\n\nLearn it once and scale it to your projects and any domain.\n\nCertificate of completion available!\n\nFull breakdown, dataset, n8n workflows, and prompts provided in the course. Link in the comments 👇","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986568278605521009","view_count":54689,"bookmark_count":381,"created_at":1762469760000,"favorite_count":391,"quote_count":4,"reply_count":35,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"Claude Code + Bash + Skills is all you need!\n\nJokes aside, after playing around with a couple of computer-using agents, I gave up on them. \n\nThey are heavily optimized for clicking on common buttons and interfaces (e.g., order delivery), but suck at actual creative work like writing, editing, formatting, etc.\n\nI decided to move those workflows to Claude Code + Skills. I wasn't so hopeful because, unlike other tasks, creative tasks benefit from visual cues, hence the strong urge to use computer-using agents. \n\nNight and day! \n\nTurns out Claude Code + bash + Skills is all I needed for the creative work I was trying to get done with computer-use agents for months. \n\nFor some of these creative workflows, it has helped to build small apps to establish visual awareness for both my and CC's context. I guess that's where vibe coding comes into play. \n\nMy Skills use cases continue to grow. I think it has the potential to remain for a very long time. \n\nClaude Code now supports about 80% of all my workflows (from vibe coding to writing to research). And I couldn't be happier and more productive.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEnZB0a","indices":[242,265]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986222200878215332","view_count":14725,"bookmark_count":47,"created_at":1762387249000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"MCP, when used correctly with AI agents, is extremely high-leverage. \n\nTo make MCP more approachable, I just launched our first course on the topic. \n\nAs the name implies, anyone can take and find this short course useful. Check it out here: https://t.co/yMwUEnZB0a","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986099467914023194","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1986222334504558940","view_count":9394,"bookmark_count":8,"created_at":1762387281000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"We are diving deep into MCP in the academy, and we have a huge lineup of content, courses, and tools to learn more advanced MCP design patterns, including the one posted by Anthropic.\n\nWe are just touching the surface of what's possible with MCP and how to leverage it in AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986222200878215332","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1986506193943044222","view_count":4167,"bookmark_count":2,"created_at":1762454958000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1986503927857033453","full_text":"@OfficialLoganK Oh nice! I have cool idea how for how to use this. This is exactly I was looking for today. Video tutorial dropping soon!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1986503927857033453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1986560488164237696","view_count":2413,"bookmark_count":0,"created_at":1762467903000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986503070734557568","full_text":"What a legend! Very fortunate to have crossed paths, even if it lasted a short time. \n\nWhen I think of PyTorch, I think of you.\nThat's how big your impact has been.\n\nI still remember meeting you at the first-ever PyTorch conference and asking for your thoughts on building more educational content around PyTorch. I didn't have the confidence and thought you would see it as a waste of time.\n\nIn fact, you approached me, which was kind of an amazing experience, given that I was just a beginner (foreign PhD student) and had not really gotten into the PyTorch/AI education in depth. That gave me a boost of confidence. \n\nAnd it also told me that PyTorch was a special community. Heck, I even wrote my entire thesis codebase on PyTorch and onboarded 100s of other students to use it, so thank you!\n\nThanks for all the dedication. Very inspiring. \nI am sure you will find something new that continues to keep you on the edge. 👏","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1986503070734557568","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEo08PI","indices":[18,41]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439260736811422","view_count":4097,"bookmark_count":37,"created_at":1762439000000,"favorite_count":22,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Get started here: https://t.co/yMwUEo08PI","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986439248745275577","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1177948663022325760","name":"Seth Hobson","screen_name":"TraderAegis","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"TraderAegis","lang":"en","retweeted":false,"fact_check":null,"id":"1986579464738738609","view_count":792,"bookmark_count":0,"created_at":1762472427000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"@TraderAegis I haven’t had the time to bundle things into plugins yet but will be exploring in the coming days.","in_reply_to_user_id_str":"1177948663022325760","in_reply_to_status_id_str":"1986573040432410957","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,88],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1725136792347688960","name":"Eddie Otudor","screen_name":"eddieabasi","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"eddieabasi","lang":"en","retweeted":false,"fact_check":null,"id":"1986428393169031448","view_count":1407,"bookmark_count":0,"created_at":1762436409000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@eddieabasi I don’t think so. I think it is a case of not engineering enough around MCP.","in_reply_to_user_id_str":"1725136792347688960","in_reply_to_status_id_str":"1986423755154071604","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":312,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986831275144138756","view_count":29348,"bookmark_count":312,"created_at":1762532464000,"favorite_count":327,"quote_count":5,"reply_count":18,"retweet_count":50,"user_id_str":"3448284313","conversation_id_str":"1986831275144138756","full_text":"Unlocking the Power of Multi-Agent LLM for Reasoning\n\nDesigning and optimizing multi-agent systems is important.\n\nThis paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.\n\nThey find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.\n\nThis is something that happens very often and that you might not want in your design.\n\nTo address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.\n\nExperiments show that this framework mitigates the lazy‐agent issue and improves performance.\n\nWhy you should care:\n\n1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.\n\n2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.\n\n3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.\n\n4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.\n\nPaper: arxiv. org/abs/2511.02303","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":3358,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987167737639325886","view_count":163112,"bookmark_count":3358,"created_at":1762612683000,"favorite_count":1796,"quote_count":7,"reply_count":39,"retweet_count":251,"user_id_str":"3448284313","conversation_id_str":"1987167737639325886","full_text":"The most effective AI Agents are built on these core ideas.\n\nIt's what powers Claude Code.\n\nIt's referred to as the Claude Agent SDK Loop, which is an agent framework to build all kinds of AI agents.\n\n(bookmark it)\n\nThe loop involves three steps:\n\nGathering Context: Use subagents (parallelize them for task efficiency when possible), compact/maintain context, and leverage agentic/semantic search for retrieving relevant context for the AI agent. Hybrid search approaches work really well for domains like agentic coding.\n\nTaking Action: Leverage tools, prebuilt MCP servers, bash/scripts (Skills have made it a lot easier), and generate code to take action and retrieve important feedback/context for the AI agent. Turns out you can also enhance MCP and token usage through code execution and routing, similar to how LLM routing increases efficiency in AI Agents.\n\nVerifying Output: You can define rules to verify outputs, enable visual feedback (this becomes increasingly important in multimodal problems), and consider LLM-as-a-Judge to verify quality based on fuzzy rules. Some problems will require visual cues and other forms of input to perform well. Don't overcomplicate the workflow (eg, use computer-using agents when a simple Skill with clever scripts will do).\n\nThis is a clean, flexible, and solid framework for how to build and work with AI agents in all kinds of domains.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":1318,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987536982776676651","view_count":226184,"bookmark_count":1287,"created_at":1762700718000,"favorite_count":1919,"quote_count":7,"reply_count":78,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"Kimi K2 Thinking is a bigger deal than I thought!\n\nI just ran a quick eval on a deep agent I built for customer support.\n\nIt's on par with GPT-5; no other LLM has reached this level of agentic, orchestration, and reasoning capabilities.\n\nHuge for agentic and reasoning tasks. https://t.co/tW3BYThgPf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/deep-a…","expanded_url":"https://dair-ai.thinkific.com/courses/deep-ai-agents","url":"https://t.co/uJYiLObMGc","indices":[124,147]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987565901407805710","view_count":8641,"bookmark_count":26,"created_at":1762707612000,"favorite_count":34,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I will be sharing more on model comparisons, insights, and results in my upcoming cohort for building effective AI Agents.\n\nhttps://t.co/uJYiLObMGc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987536982776676651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1987567082150547532","view_count":1077,"bookmark_count":1,"created_at":1762707894000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@SrinivasValekar this test was on a customer support agentic system, but i think the agent coding use case will be interesting too. on it","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1987539306987360651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,290],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"246702792","name":"Marko","screen_name":"markojak_","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"markojak_","lang":"en","retweeted":false,"fact_check":null,"id":"1987566536198848969","view_count":2799,"bookmark_count":0,"created_at":1762707764000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I think most of what we teach can be transferred easily into other frameworks. In my experience, when teaching this stuff, the framework shouldn't matter. I try to focus on the framework and systematic approach, as there are so many great frameworks out there. But I am currently working on the AI SDK and will start doing some live build sessions on it soon.","in_reply_to_user_id_str":"246702792","in_reply_to_status_id_str":"1987565408883196229","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1744438366811164673","name":"JK","screen_name":"_junaidkhalid1","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"_junaidkhalid1","lang":"en","retweeted":false,"fact_check":null,"id":"1987566609750253770","view_count":2598,"bookmark_count":1,"created_at":1762707781000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@_junaidkhalid1 evals, evals, evals","in_reply_to_user_id_str":"1744438366811164673","in_reply_to_status_id_str":"1987551740607308248","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823754079761522690","name":"AKHIL","screen_name":"Akhi_l__","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"Akhi_l__","lang":"en","retweeted":false,"fact_check":null,"id":"1987566777082012049","view_count":1107,"bookmark_count":0,"created_at":1762707821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@Akhi_l__ error was from another model","in_reply_to_user_id_str":"1823754079761522690","in_reply_to_status_id_str":"1987564515471630339","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1258411122203308035","name":"🐈qeel🍉","screen_name":"catqeel","indices":[0,8]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}]},"favorited":false,"in_reply_to_screen_name":"catqeel","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987576099325280621","view_count":1761,"bookmark_count":2,"created_at":1762710044000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I was actually doing that today. Not getting the same results, but I am not sure if these are comparable. \n\nI think the ability to perform 200-300 sequential tool calls (without human interference) might be contributing to the great results I am getting. Will dig further in the coming days.","in_reply_to_user_id_str":"1258411122203308035","in_reply_to_status_id_str":"1987573529886527629","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1748708055951568896","name":"devloper harsh","screen_name":"devloper_hs","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"devloper_hs","lang":"en","retweeted":false,"fact_check":null,"id":"1987570639579042125","view_count":1424,"bookmark_count":1,"created_at":1762708742000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@devloper_hs Was using the one from OpenRouter","in_reply_to_user_id_str":"1748708055951568896","in_reply_to_status_id_str":"1987569297192038856","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"10667972","name":"Rhys","screen_name":"RhysSullivan","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"RhysSullivan","lang":"en","retweeted":false,"fact_check":null,"id":"1987567893689839635","view_count":1001,"bookmark_count":0,"created_at":1762708087000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987448208277320003","full_text":"Looks cool. This reminds me of one of my favorite new additions to Claude Code - questions pop up to get clarifications during planning, where I often just select from the multiple choice options. On rare occasions, I need to ask it to do something different. I like the interface a lot.","in_reply_to_user_id_str":"10667972","in_reply_to_status_id_str":"1987448208277320003","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":518,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987900645031252298","view_count":48850,"bookmark_count":324,"created_at":1762787421000,"favorite_count":261,"quote_count":1,"reply_count":28,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"This is a wild use case!\n\nI used Gamma + n8n to automatically generate a complete presentation on AI Agents research.\n\nIn just minutes!\n\nIt combines web search (for research), GPT-5 (narrative), and Gamma (for slide content generation).\n\nFull workflow breakdown below 👇 https://t.co/4J9zM8tpuA","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987536982776676651","quoted_status_permalink":{"url":"https://t.co/QFXmcoq6Z2","expanded":"https://twitter.com/omarsar0/status/1987536982776676651","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987912692099682399","view_count":32080,"bookmark_count":169,"created_at":1762790294000,"favorite_count":330,"quote_count":0,"reply_count":26,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1987912692099682399","full_text":"It turns out that Kimi K2 Thinking is also a beast at deep research. \n\nIt can run 200-300 tool requests for impressive multi-agent capabilities. \n\nWould you like to see a code example of it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1987900645031252298?s=20","url":"https://t.co/NTHpDarleD","indices":[94,117]}],"user_mentions":[{"id_str":"1319250540480598026","name":"Grant Lee","screen_name":"thisisgrantlee","indices":[0,15]},{"id_str":"1142210344678379520","name":"Sarah Wang","screen_name":"sarahdingwang","indices":[16,30]},{"id_str":"64844802","name":"a16z","screen_name":"a16z","indices":[31,36]}]},"favorited":false,"in_reply_to_screen_name":"thisisgrantlee","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1987900645031252298","quoted_status_permalink":{"url":"https://t.co/NTHpDarleD","expanded":"https://x.com/omarsar0/status/1987900645031252298?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987905623204233270","view_count":4174,"bookmark_count":14,"created_at":1762788608000,"favorite_count":22,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987880600661889356","full_text":"@thisisgrantlee @sarahdingwang @a16z Gamma is awesome! Thanks for allowing me to test it out. https://t.co/NTHpDarleD","in_reply_to_user_id_str":"1319250540480598026","in_reply_to_status_id_str":"1987880600661889356","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900657161117831","view_count":1100,"bookmark_count":1,"created_at":1762787424000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"1/ THE PROBLEM:\n\nCreating visual content is time-consuming. Research takes hours. Writing requires deep focus. Design demands specialized skills.\n\nWhat if AI could handle the entire pipeline?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900645031252298","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900669051998301","view_count":1031,"bookmark_count":1,"created_at":1762787427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"2/ THE SOLUTION:\n\nAn n8n workflow that orchestrates Tavily for web research, GPT-5 for storytelling, Gamma for visual generation, and Google Sheets for tracking.\n\nYou provide a topic and audience. The system outputs a LinkedIn-ready carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900657161117831","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900680959611015","view_count":965,"bookmark_count":1,"created_at":1762787430000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"3/ ARCHITECTURE:\n\nThe n8n workflow starts with form input, then searches the web using Tavily, generates a narrative with GPT-5, and creates visuals through the Gamma API.\n\nEach step feeds into the next, creating a seamless pipeline from raw research to a polished presentation.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900669051998301","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900692703666435","view_count":849,"bookmark_count":1,"created_at":1762787433000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"4/ WEB RESEARCH AND NARRATIVE GENERATION\n\nTavily handles the research part.\n\nGPT-5 handles the narrative.\n\nAnd Gamma makes the magic happen -- it creates a professional and polished carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900680959611015","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900704707813453","view_count":782,"bookmark_count":1,"created_at":1762787436000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"5/ VISUAL GENERATION\n\nGamma API takes the narrative and generates a scroll-friendly carousel with engaging headlines, professional design, and relevant imagery using Imagen 4 Pro.\n\nIt specifies 10 cards in social format with custom instructions tailored to your target platform.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900692703666435","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900716623736849","view_count":787,"bookmark_count":1,"created_at":1762787438000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"6/ WORKFLOW BENEFITS:\n\nTime goes from hours to minutes.\n\nQuality remains high with researched content and visual polish. You can also refine everything in the Gamma UI.\n\nPerfect for content creators and technical communicators who need to scale their output.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900704707813453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900728527253601","view_count":3764,"bookmark_count":1,"created_at":1762787441000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"7/ USE CASES:\n\nThis workflow is perfect for daily research summaries, weekly newsletters, community content, marketing materials, and educational content.\n\nIt targets visual learners who consume content efficiently and need professional-looking presentations quickly.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900716623736849","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900740401352832","view_count":6941,"bookmark_count":4,"created_at":1762787444000,"favorite_count":9,"quote_count":0,"reply_count":48,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"8/ GIVEAWAY\n\nI am sharing the full n8n workflow JSON and video walkthrough.\n\nComment Gamma & I’ll DM it to you.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900728527253601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":2947,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[253,262]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988236096195776683","view_count":87384,"bookmark_count":758,"created_at":1762867399000,"favorite_count":697,"quote_count":1,"reply_count":45,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"Hey, AI Devs!\n\nDon't sleep on the new Gemini File Search API!\n\nFeels like the easiest way to build agentic RAG systems.\n\nI built a little MCP server to analyze codebases with semantic search (Gemini File Search) & agentic search.\n\nFun chatting with @karpathy's nanochat project. https://t.co/cZfXdL6Us0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1988269255604007275","view_count":130026,"bookmark_count":2021,"created_at":1762875305000,"favorite_count":1472,"quote_count":6,"reply_count":64,"retweet_count":138,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"This simple Claude Code hack has reduced token usage by ~90%.\n\nIt adopts the \"Code Execution with MCP\" concept published by Anthropic.\n\nRemove preloaded MCP tools from context and use Python to execute tools via bash instead.\n\nBTW, this can be optimized much further.\n\nInsane! https://t.co/17j2dN6oor","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276885722460207","view_count":13185,"bookmark_count":77,"created_at":1762877124000,"favorite_count":95,"quote_count":0,"reply_count":9,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"ElevenLabs just released Scribe v2 Realtime — their fastest, most accurate real-time Speech-to-Text model.\n\nUltra-low latency, streaming support, and 90 languages.\n\nI use their API, and believe this is huge for building live voice agents and personal AI assistants.\n\nMore below: https://t.co/VLKsSQgF7U","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,121],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[87,102]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988237435671556505","view_count":3771,"bookmark_count":4,"created_at":1762867718000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy The best part is that at this moment, you only pay for indexing. \n\nThanks to @OfficialLoganK and team for this. https://t.co/bW7XahaEzU","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988236096195776683","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988270477005967417","view_count":11052,"bookmark_count":8,"created_at":1762875596000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"For this test, I used a prebuilt py script, but ultimately, what I want is for the agent (in this case, Claude Code) to generate whatever code it needs to execute the right sequence of tools. The best part is that we avoid context bloat. It keeps CC more focused on what matters.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988271135054536967","view_count":11340,"bookmark_count":6,"created_at":1762875753000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"I also tested with a setup where the MCP server runs in another agent environment, like Gemini CLI or Codex. \n\nAgain, it keeps Claude Code (the main coding agent I use) more focused and offloads MCP-related tasks to Codex via Bash. The bad part is that Codex can be too verbose (ie, thinking) and that takes up the context window in CC.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988270477005967417","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988238506070581265","view_count":4124,"bookmark_count":6,"created_at":1762867974000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK I also like the logs view in Google AI Studio. I show it towards the end of the clip. \n\nIt gives me a good understanding of what happened on each request. \n\nWorking on something to let folks try it out. https://t.co/KjFspmemsD","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988237435671556505","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988239178165879189","view_count":3929,"bookmark_count":3,"created_at":1762868134000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK As for the agent orchestration that's powering the MCP server, I am using the AI SDK v6 for the agentic loop. \n\nIt allows both semantic search via Gemini's File Search and keyword search over files. \n\nI am finding that having both forms of search makes it more robust.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988238506070581265","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,148],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988242251894444146","view_count":5730,"bookmark_count":2,"created_at":1762868867000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK The inspiration behind the MCP server is that I want to be able to use it everywhere -- Claude, ChatGPT, Claude Code, etc.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988239178165879189","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,306],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988244779029692491","view_count":6160,"bookmark_count":7,"created_at":1762869469000,"favorite_count":9,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"It's crazy to me how tedious it can be to build a RAG system today.\n\nAll the setup required for it is insane.\n\nThis File Search API simplifies everything. Now I can focus on the agent harness and context engineering that takes a bit of time to get right, but is important for user experience.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988242251894444146","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988250127635521667","view_count":955,"bookmark_count":0,"created_at":1762870744000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy In my todo already. :)","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988249861406498994","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988261355762139157","view_count":803,"bookmark_count":1,"created_at":1762873421000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy I will share more on this soon. The MCP stuff was just an easy way to showcase the File Search API at work, but there are actually many new implementation details I have baked into the MCP component.","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988260490057830774","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,299],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70540032","name":"Ilyas Iqbal","screen_name":"ilyasiqbal","indices":[0,11]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[12,21]}]},"favorited":false,"in_reply_to_screen_name":"ilyasiqbal","lang":"en","retweeted":false,"fact_check":null,"id":"1988241656420639194","view_count":604,"bookmark_count":0,"created_at":1762868725000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@ilyasiqbal @karpathy For now, it's super basic. Just a system prompt to encourage using both semantic search + keyword search over codebases. I am interested in exploring where one is better than the other and when both are helpful. So far, for larger codebases, it's great to have semantic search.","in_reply_to_user_id_str":"70540032","in_reply_to_status_id_str":"1988237339240362466","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1767299461561122816","name":"Hashgraph Online DAO","screen_name":"HashgraphOnline","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"HashgraphOnline","lang":"en","retweeted":false,"fact_check":null,"id":"1988241100964851974","view_count":598,"bookmark_count":0,"created_at":1762868592000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@HashgraphOnline @karpathy It works great on large codebases. More efficient than regular keyword/grep search. For now, I am using simple similarity metrics, but this can be tuned further.\n\nI combine both semantic + keyword search. It's working great so far. More testing is required.","in_reply_to_user_id_str":"1767299461561122816","in_reply_to_status_id_str":"1988239673718698142","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2185373790","name":"El Controlador de Obra","screen_name":"control_de_obra","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"control_de_obra","lang":"en","retweeted":false,"fact_check":null,"id":"1988250265053466986","view_count":401,"bookmark_count":0,"created_at":1762870777000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@control_de_obra @karpathy Too complicated.","in_reply_to_user_id_str":"2185373790","in_reply_to_status_id_str":"1988248797508497876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/app/speech-to-…","expanded_url":"https://elevenlabs.io/app/speech-to-text","url":"https://t.co/pZvBD99yGQ","indices":[100,123]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276960083263894","view_count":2286,"bookmark_count":6,"created_at":1762877142000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Enterprise-ready out of the box:\n\n✓ SOC 2, PCI, HIPAA compliant\n✓ EU data residency\n\nTry it today → https://t.co/pZvBD99yGQ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276947353530395","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276904332570974","view_count":255,"bookmark_count":2,"created_at":1762877129000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Real-time performance that actually works:\n\n• Partial transcriptions in milliseconds\n• Stream audio chunks\n• Multiple formats: PCM (8-48kHz) + µ-law\n• WER of 5-10% in English and major EU languages\n\nEarly tests show it outperforms Deepgram and AssemblyAI. https://t.co/erT6Wl60II","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276885722460207","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276916772892725","view_count":388,"bookmark_count":0,"created_at":1762877132000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Scribe v2 Realtime is designed for builders:\n\n• Voice Activity Detection for automatic speech segmentation\n• Manual commit control for full transcript precision\n• Speaker diarization via manual commit (auto diarization coming)\n• Stream as you capture — no buffering delays","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276904332570974","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276928651088191","view_count":411,"bookmark_count":2,"created_at":1762877134000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Why this matters for AI agents:\n\nReal-time STT is the bottleneck in conversational AI. Most models optimize for accuracy OR speed.\n\nScribe v2 Realtime achieves low latency, high accuracy, and cost-efficient inference.\n\nPerfect for live agents, call centers, and meeting assistants.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276916772892725","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,227],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/docs/capabilit…","expanded_url":"https://elevenlabs.io/docs/capabilities/speech-to-text","url":"https://t.co/6adJhOQsmm","indices":[204,227]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276947353530395","view_count":3623,"bookmark_count":3,"created_at":1762877139000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Currently in alpha and available via API (scribe_v2_realtime).\n\nIf you're building voice-driven AI apps, this is the model to test.\n\nIntegration into ElevenLabs Agents is coming soon.\n\nDocs + API access: https://t.co/6adJhOQsmm https://t.co/9E28h9leZK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276928651088191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/ai-age…","expanded_url":"https://dair-ai.thinkific.com/courses/ai-agents-workshops","url":"https://t.co/64C8UmZq7j","indices":[206,229]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988271772328755464","view_count":12579,"bookmark_count":19,"created_at":1762875905000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"Will share more of my findings as I keep experimenting and finding more optimal setups with my coding agents. \n\nI am also sharing more details of these findings in my live workshops for my academy members: https://t.co/64C8UmZq7j\n\nStay tuned!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271135054536967","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276682931720593","view_count":9946,"bookmark_count":10,"created_at":1762877076000,"favorite_count":19,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"BTW, something you may have noticed from my timeline recently is an increase in experiments and tools I am able to build.\n\nThis is months of tuning Claude Code with proper Skills, subagents, and MCP tools that help with optimizing workflows, code understanding, and code execution.\n\nAnd I feel like this is just touching the surface. Claude Code finally feels like a truly intelligent coding assistant.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271772328755464","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600322117714722816","name":"Jason Byteforge","screen_name":"jmazzahacks","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"jmazzahacks","lang":"en","retweeted":false,"fact_check":null,"id":"1988335256001540306","view_count":3784,"bookmark_count":0,"created_at":1762891041000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@jmazzahacks Sure you can build MCP servers like that. But the point here is that you don’t preload MCP tools to the client which in this case is Claude Code. This saves a lot on token usage.","in_reply_to_user_id_str":"1600322117714722816","in_reply_to_status_id_str":"1988334402523570658","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1988330118474068186","view_count":568,"bookmark_count":0,"created_at":1762889816000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988324110762734054","full_text":"@realmadhuguru 💯 so much opportunity here. I think the same applies to research. It’s about asking good research questions.","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1988324110762734054","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,92],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtu.be/-nbHJzLpt18","expanded_url":"https://youtu.be/-nbHJzLpt18","url":"https://t.co/DpFM0NM2JS","indices":[69,92]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988256041184670091","view_count":5558,"bookmark_count":12,"created_at":1762872154000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"If you haven't received it, find the full video + n8n workflow here: https://t.co/DpFM0NM2JS","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900740401352832","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":463,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,283],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988304740460183739","quoted_status_permalink":{"url":"https://t.co/yXa38AGq7h","expanded":"https://twitter.com/RickLamers/status/1988304740460183739","display":"x.com/RickLamers/sta…"},"retweeted":false,"fact_check":null,"id":"1988610595793612894","view_count":24771,"bookmark_count":124,"created_at":1762956687000,"favorite_count":152,"quote_count":1,"reply_count":6,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1988610595793612894","full_text":"I use Claude Code + Skills to optimize my MCP tool prompts.\n\nClaude Code is great at optimizing with the right context, tools, logs, filesystem,...\n\nStarting to think there'll be no need for fancy algos, they just get generated on the fly, powered by code generation & execution.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988606978541920307","view_count":40692,"bookmark_count":327,"created_at":1762955824000,"favorite_count":435,"quote_count":4,"reply_count":29,"retweet_count":76,"user_id_str":"3448284313","conversation_id_str":"1988606978541920307","full_text":"We are just scratching the surface of using AI for major discoveries.\n\nAnd no, LLMs are not dead.\n\nAlphaResearch tackles a fundamental challenge: can LLMs discover truly novel algorithms that push beyond existing human knowledge?\n\nPrevious approaches like AlphaEvolve rely solely on code execution (technically correct but potentially uninteresting solutions), while pure idea-generation systems produce creative concepts that may be computationally infeasible.\n\nAlphaResearch solves this by combining execution-based verification with a reward model (AlphaResearch-RM-7B) trained on 24K ICLR peer-review records, creating a \"dual research environment\" that ensures both feasibility and innovation.\n\nOn the circle-packing problem, it discovered an algorithm achieving 2.939 total radii (n=32), surpassing the best human solution (2.936) and AlphaEvolve (2.937).\n\nIt might not look like a big deal, but this demonstrates the potential of LLMs that can autonomously produce genuinely novel, state-of-the-art algorithms.\n\nThis is significant because it shows AI can actively advance the frontiers of human research, not just reproduce existing knowledge.\n\narxiv. org/abs/2511.08522","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988626951011971521","view_count":7368,"bookmark_count":5,"created_at":1762960586000,"favorite_count":51,"quote_count":1,"reply_count":9,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1988626951011971521","full_text":"The best part I like about Claude Code today is this.\n\nI don't have to wait for fancy new features.\n\nIn its current state, it already allows me to build whatever I want. Hope this essence is kept.\n\nResearch, optimization, evals, writing, coding, and the list goes on and on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1681349314797240320","name":"OpenRouter","screen_name":"OpenRouterAI","indices":[0,13]},{"id_str":"1449556875213684740","name":"Apple Lamps","screen_name":"lamps_apple","indices":[14,26]}]},"favorited":false,"in_reply_to_screen_name":"OpenRouterAI","lang":"en","retweeted":false,"fact_check":null,"id":"1988611415347957782","view_count":79,"bookmark_count":1,"created_at":1762956882000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988609657758490908","full_text":"@OpenRouterAI @lamps_apple that's fire!","in_reply_to_user_id_str":"1681349314797240320","in_reply_to_status_id_str":"1988609657758490908","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988614109605044614","view_count":5481,"bookmark_count":6,"created_at":1762957525000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"People were asking how the diagram was created. It's a mermaid sequence diagram, which either Windsurf or Claude Code can generate the first draft. Labels are a bit tricky for LLMs, but you can manually revise and tune them. It's not perfect, but these can take a bit of time if you try creating them from scratch.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"473037001","name":"David Stevens","screen_name":"stevewdavens","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"stevewdavens","lang":"en","retweeted":false,"fact_check":null,"id":"1988647295345463371","view_count":1286,"bookmark_count":0,"created_at":1762965437000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@stevewdavens Full-time CLI user now. :)","in_reply_to_user_id_str":"473037001","in_reply_to_status_id_str":"1988645638092083647","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980333288951803905","name":"John Krakov","screen_name":"JohnKrakbtc","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JohnKrakbtc","lang":"en","retweeted":false,"fact_check":null,"id":"1988610925193294336","view_count":1336,"bookmark_count":0,"created_at":1762956765000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@JohnKrakbtc Just started to play around with the idea. Will be sharing any findings around these other issues.","in_reply_to_user_id_str":"1980333288951803905","in_reply_to_status_id_str":"1988608860324823494","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1191207924","name":"Erik Bernhardsson","screen_name":"bernhardsson","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"bernhardsson","lang":"en","retweeted":false,"fact_check":null,"id":"1988663775403340187","view_count":518,"bookmark_count":0,"created_at":1762969366000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988647374605131837","full_text":"@bernhardsson Lots of ways to innovate in this space.","in_reply_to_user_id_str":"1191207924","in_reply_to_status_id_str":"1988647374605131837","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"911297187664949248","name":"Jeff Dean","screen_name":"JeffDean","indices":[0,9]},{"id_str":"796092645193846784","name":"Waymo","screen_name":"Waymo","indices":[10,16]}]},"favorited":false,"in_reply_to_screen_name":"JeffDean","lang":"en","retweeted":false,"fact_check":null,"id":"1988691441414205622","view_count":1137,"bookmark_count":0,"created_at":1762975962000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988674389773357077","full_text":"@JeffDean @Waymo That awesome!","in_reply_to_user_id_str":"911297187664949248","in_reply_to_status_id_str":"1988674389773357077","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1571915464854409216","name":"Eden Yav","screen_name":"yavnun","indices":[0,7]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[8,17]}]},"favorited":false,"in_reply_to_screen_name":"yavnun","lang":"en","retweeted":false,"fact_check":null,"id":"1988665646280999132","view_count":66,"bookmark_count":0,"created_at":1762969812000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@yavnun @karpathy I am just leveraging Gemini for the Gemini File Search stuff. I built the agentic part with AI SDK so I can use any of the models they support.","in_reply_to_user_id_str":"1571915464854409216","in_reply_to_status_id_str":"1988664712264048915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":1353,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[0,264],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988974710592516454","view_count":53372,"bookmark_count":410,"created_at":1763043499000,"favorite_count":553,"quote_count":3,"reply_count":26,"retweet_count":55,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"Kimi K2 Thinking is impressive.\n\nSo I built a multi-agent deep researcher, Kimi Deep Researcher.\n\nIt generates long research reports on any topic, powered by subagents (web searcher, analyzer, and synthesizer).\n\nIt can do 100s of tool calls per session. Repo soon! https://t.co/A8dDswq77M","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989075862793449566","view_count":1186,"bookmark_count":24,"created_at":1763067615000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989075862793449566","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989081828678893837","view_count":41095,"bookmark_count":919,"created_at":1763069037000,"favorite_count":529,"quote_count":1,"reply_count":13,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989081828678893837","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\n(bookmark it)\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980945337327255552","name":"Tammy Sun","screen_name":"sun_tammy2025","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"sun_tammy2025","lang":"en","retweeted":false,"fact_check":null,"id":"1988986995301826826","view_count":306,"bookmark_count":0,"created_at":1763046427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@sun_tammy2025 Yes, I am working on a few more tests and cleaning up the code a bit. It's basically built on the idea of deep agents (orchestrator + subagents) like Claude Code, but for deep research.","in_reply_to_user_id_str":"1980945337327255552","in_reply_to_status_id_str":"1988986160987927036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"463176938","name":"John Baker","screen_name":"select_asterisk","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"select_asterisk","lang":"en","retweeted":false,"fact_check":null,"id":"1989029229833367851","view_count":214,"bookmark_count":0,"created_at":1763056497000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@select_asterisk it's leveraging openrouter but i will be testing what's possible on local","in_reply_to_user_id_str":"463176938","in_reply_to_status_id_str":"1989008096019247414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1371117855626956809","name":"Tim Smykov","screen_name":"timsmykov","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"timsmykov","lang":"en","retweeted":false,"fact_check":null,"id":"1988986064309018723","view_count":383,"bookmark_count":0,"created_at":1763046205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"It can support a bigger number of sequential tool calls which makes it ideal for long form generation like the deep research use case. I am barely scratching the surface with the current project. I feel like I can push this in many directions to improve research and report writing.","in_reply_to_user_id_str":"1371117855626956809","in_reply_to_status_id_str":"1988984255922467291","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989064442097856560","view_count":1825,"bookmark_count":0,"created_at":1763064892000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"For clarity, this whole project is built from scratch (i.e., no agent framework). I am using OpenRouter for access to the model. I haven't tested a local setup but it should be easy to get it to work like that.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988974710592516454","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,24],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54059018","name":"Xaumre","screen_name":"xaumre","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xaumre","lang":"en","retweeted":false,"fact_check":null,"id":"1989048053706494332","view_count":112,"bookmark_count":0,"created_at":1763060985000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@xaumre All from scratch","in_reply_to_user_id_str":"54059018","in_reply_to_status_id_str":"1989046485850186041","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"59803156","name":"Mehreen Omer","screen_name":"mehreen_omer","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mehreen_omer","lang":"en","retweeted":false,"fact_check":null,"id":"1988974390105825329","view_count":595,"bookmark_count":0,"created_at":1763043422000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@mehreen_omer Depends on the set up you are using. I can use either sub-agents, skills, or commands in Claude Code for control.","in_reply_to_user_id_str":"59803156","in_reply_to_status_id_str":"1988962094725886204","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":1664,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989350215175020682","view_count":60601,"bookmark_count":470,"created_at":1763133026000,"favorite_count":367,"quote_count":2,"reply_count":28,"retweet_count":26,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Finally solved my newsletter overload.\n\nI built my own Pulse feature for Claude Code.\n\nIt's a little / command that connects to a proactive agent (built with Claude Agent SDK) that works 24/7 to find breaking AI research.\n\nBetter than any newsletter and even my For You tab. https://t.co/abal4Q20Ms","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989368259817439576","view_count":35923,"bookmark_count":576,"created_at":1763137328000,"favorite_count":572,"quote_count":4,"reply_count":28,"retweet_count":119,"user_id_str":"3448284313","conversation_id_str":"1989368259817439576","full_text":"Efficient Self-Improving Agent Systems\n\nAgentEvolver lets AI agents improve themselves instead of requiring manual prompt tuning.\n\nThey use three core mechanisms: self-questioning, self-navigating, and self-attributing.\n\nAgents evaluate their own work, spot failures, and write better instructions for themselves.\n\nThis leads to a self-improvement loop capable of running without human oversight.\n\nShows better performance across benchmarks with less manual work.\n\nThis could change how we build production AI systems; agents that actually adapt on their own.\n\nAgentEvolver introduces a paradigm shift in how we build AI agents: instead of manually tuning prompts and instructions, the system enables agents to autonomously refine themselves through iterative self-assessment loops.\n\nThe framework works by having agents evaluate their own performance on tasks, identify where they failed or underperformed, and then generate improved behavioral instructions for the next iteration.\n\nThis creates a continuous evolution cycle where feedback from task execution directly enhances decision-making strategies without human intervention.\n\nThe results are impressive.\n\nAgents using this approach show measurable performance gains across diverse benchmarks compared to static configurations, all while reducing the overhead of constant manual optimization.\n\nIt's a promising step toward truly adaptive AI systems that can evolve their capabilities autonomously, transforming how we develop and deploy production agents.\n\nPaper: arxiv. org/abs/2511.10395","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989412054281982254","view_count":56499,"bookmark_count":551,"created_at":1763147769000,"favorite_count":639,"quote_count":3,"reply_count":26,"retweet_count":56,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Kimi Deep Research keeps getting better!\n\nI've been tuning it with one of my Claude Code skills. \n\nThe quality of the deep research reports Kimi K2 Thinking can generate is insane!\n\nJust look at the clip example.\n\nMore things to tune, but this is crazy good already. https://t.co/AZSpNoh905","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[31,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"50090898","name":"Google for Developers","screen_name":"googledevs","indices":[0,11]},{"id_str":"3167734591","name":"Visual Studio Code","screen_name":"code","indices":[12,17]},{"id_str":"923010104479252480","name":"Colaboratory","screen_name":"GoogleColab","indices":[18,30]}]},"favorited":false,"in_reply_to_screen_name":"googledevs","lang":"qme","retweeted":false,"fact_check":null,"id":"1989309219011531146","view_count":773,"bookmark_count":0,"created_at":1763123252000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989033099737407820","full_text":"@googledevs @code @GoogleColab 🚀","in_reply_to_user_id_str":"50090898","in_reply_to_status_id_str":"1989033099737407820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,30],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"601736770","name":"Aurimas Griciūnas","screen_name":"Aurimas_Gr","indices":[0,11]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}]},"favorited":false,"in_reply_to_screen_name":"Aurimas_Gr","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989442337391464687","view_count":412,"bookmark_count":1,"created_at":1763154989000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988972296262869238","full_text":"@Aurimas_Gr Important context: https://t.co/IiRieq0QSn","in_reply_to_user_id_str":"601736770","in_reply_to_status_id_str":"1988972296262869238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989415125678522788","view_count":3123,"bookmark_count":2,"created_at":1763148502000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There is a ton of good info in that generated report.\n\nHonestly, I had no expectations when I started to build this project from scratch. But I did have a bit of hope given the sequential tool calling capabilities of Kimi K2 Thinking.\n\nIt really unlocks advanced applications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989412054281982254","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[74,97]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989416139034956272","view_count":6052,"bookmark_count":8,"created_at":1763148743000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"You can see an example of reports generated by the previous version here: https://t.co/TByHsEEn3w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989415125678522788","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989417433245925645","view_count":7117,"bookmark_count":9,"created_at":1763149052000,"favorite_count":17,"quote_count":1,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Sidenote: I am just amazed by how effective Claude Code, in combination with skills, is at optimizing agentic workflows. It depends on the context, so give it the right logs and test scripts with bash and ask away. I am optimizing all my agents this way now. No more fancy tools, just decent code execution and clear specifications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989416139034956272","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989423185201160205","view_count":8989,"bookmark_count":2,"created_at":1763150423000,"favorite_count":11,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"As I was working with Claude Code to optimize this, it analyzed the last report generated, and it was super impressed with the length and quality. Its grade was A+, but obviously, it got too enthusiastic about it. The thing is, it has the logs/previous reports, and it can use them to compare and align with what I want.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989417433245925645","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1815114135325286400","name":"Envolate Industries","screen_name":"envolate","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"envolate","lang":"en","retweeted":false,"fact_check":null,"id":"1989413925373579486","view_count":846,"bookmark_count":0,"created_at":1763148215000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@envolate That's the vision here! :)","in_reply_to_user_id_str":"1815114135325286400","in_reply_to_status_id_str":"1989413448678265273","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1989417433245925645?s=20","url":"https://t.co/0Cp33Kkk5q","indices":[39,62]}],"user_mentions":[{"id_str":"3421446634","name":"Someguy","screen_name":"s0meguy1","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"s0meguy1","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1989417433245925645","quoted_status_permalink":{"url":"https://t.co/0Cp33Kkk5q","expanded":"https://x.com/omarsar0/status/1989417433245925645?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989417631137603664","view_count":576,"bookmark_count":2,"created_at":1763149099000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@s0meguy1 Just commented on that here: https://t.co/0Cp33Kkk5q","in_reply_to_user_id_str":"3421446634","in_reply_to_status_id_str":"1989416735301407166","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,244],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[221,244]}],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989413812852892008","view_count":854,"bookmark_count":4,"created_at":1763148189000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@theideogenesis It's based on an orchestrator + subagent framework I built from scratch. \n\nBut it's possible because of the sequential tool calling capabilities of Kimi K2 Thinking.\n\nI think people are sleeping on this.\n\nhttps://t.co/TByHsEEn3w","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1989412777640038523","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1989417949615321412","view_count":510,"bookmark_count":1,"created_at":1763149175000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@iamrobotbear work hard on it. lots of stuff happening in parallel but i will be sharing here once it's ready","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1989417654357299343","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"704057981952983044","name":"Margot Barault","screen_name":"MargotBarault","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"MargotBarault","lang":"en","retweeted":false,"fact_check":null,"id":"1989419846422196419","view_count":371,"bookmark_count":0,"created_at":1763149627000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@MargotBarault It's time to build! :)","in_reply_to_user_id_str":"704057981952983044","in_reply_to_status_id_str":"1989419644558741673","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1729788380152811520","name":"Orks AI","screen_name":"OrcsSandHive","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"OrcsSandHive","lang":"en","retweeted":false,"fact_check":null,"id":"1989442544351182939","view_count":280,"bookmark_count":0,"created_at":1763155039000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@OrcsSandHive what feels limited?","in_reply_to_user_id_str":"1729788380152811520","in_reply_to_status_id_str":"1989442329363587357","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823912294814007296","name":"JDizzy of course","screen_name":"the_real_jdizzy","indices":[0,16]},{"id_str":"889050642903293953","name":"DAIR.AI","screen_name":"dair_ai","indices":[17,25]}]},"favorited":false,"in_reply_to_screen_name":"the_real_jdizzy","lang":"en","retweeted":false,"fact_check":null,"id":"1989420334974734696","view_count":295,"bookmark_count":0,"created_at":1763149744000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@the_real_jdizzy @dair_ai Definitely good for being cheaper and faster, but to declare SOTA, I would have to run proper benchmarking. I am qualifying based on all these deep research solutions I have used, and I would rank the outputs in the top 3 as is. It's hard to get deep research results.","in_reply_to_user_id_str":"1823912294814007296","in_reply_to_status_id_str":"1989418835334894035","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989350228366155787","view_count":2914,"bookmark_count":5,"created_at":1763133029000,"favorite_count":16,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"It's blazing fast! The / command talks to my agent for already-generated reports.\n\nIt is fully customizable via endpoints.\n\nI can add and tune my preferences based on feedback.\n\nIt adapts to my evolving interests with its agentic capabilities.\n\nProactive agents are the future!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989352006885240898","view_count":2875,"bookmark_count":14,"created_at":1763133453000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"This is literally what my / command contains. \n\nThe real magic happens in that server that's powered by proactive agents (built with Claude Agent SDK).\n\nIt has memory, schedules to find new and relevant research, and saves them so that I can access them via /pulse. https://t.co/qybpn1vYJN","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350228366155787","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353046808396055","view_count":2943,"bookmark_count":2,"created_at":1763133701000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Just asking Claude Code to search/fetch papers from the web doesn't work. \n\nI built that little server because it tracks my new interests, preferences, and so on. It's running 24/7.\n\nAnd it's highly specialized to pull gems. \n\nIt's a great use case for the Claude Agent SDK.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989352006885240898","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353667137581431","view_count":3497,"bookmark_count":1,"created_at":1763133849000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I tried ChatGPT Pulse for months, and it doesn't work the way I want it.\n\nI think for these new AI experiences, personalization is key. Not sure ChatGPT is built for that now.\n\nAnd personalization has to be intuitive and seamless. I prefer what've built here. More updates soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353046808396055","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989356800869806359","view_count":4129,"bookmark_count":1,"created_at":1763134596000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I am fascinated by the new experiences that will emerge from all these new AI tools. \n\nI think the exploration space here is huge. \n\nI use the browser less now. 90%+ of my work now happens in the terminal.\n\nIf you can vibe code properly, you will be unstoppable.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353667137581431","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989362940244574426","view_count":6203,"bookmark_count":9,"created_at":1763136060000,"favorite_count":17,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"The curation capabilities of the agent are insanely good. \n\nCrazy because it can be optimized further.\n\nLike, I would probably never find these research papers/reports myself. \n\nThis is extremely exciting for me as a researcher. https://t.co/AENO8Tm3mZ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989356800869806359","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989375641699938523","view_count":4160,"bookmark_count":5,"created_at":1763139088000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"One lesson I have learned from building these personal projects is that today's AI models are so powerful to the point where you can reverse engineer any functionality these big LLM players are pushing out. This will only keep getting easier. I am going all in on building my own tools.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989362940244574426","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1989420978234171867","view_count":796,"bookmark_count":1,"created_at":1763149897000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@trq212 I figured there are many ways to do this, so I am playing around with the idea a bit more to see how I might share it for others to try. Concept is super green still. :)\n\nI saw your proactive agent post, and it inspired my curiosity.","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1989418623400907098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3005395139","name":"Mantas","screen_name":"stnkvcs","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"stnkvcs","lang":"en","retweeted":false,"fact_check":null,"id":"1989387137385410703","view_count":615,"bookmark_count":0,"created_at":1763141829000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Great question. I have been trying different schedules that optimize results, like every hour or something like that. I am actually using haiku-4.5 for this, so I can save on API calls. Indeed, the more it's used, the more expensive it can get. I have been doing a bit of context engineering to make it less costly than it currently is.","in_reply_to_user_id_str":"3005395139","in_reply_to_status_id_str":"1989383819150139818","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"80782442","name":"Senthil","screen_name":"vmsenthilkumar","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"vmsenthilkumar","lang":"en","retweeted":false,"fact_check":null,"id":"1989368050060292421","view_count":70,"bookmark_count":0,"created_at":1763137278000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@vmsenthilkumar I built a little external server with the core functionalities needed for the personalization.","in_reply_to_user_id_str":"80782442","in_reply_to_status_id_str":"1989364786732367914","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":1344,"startTime":1763164800000,"endTime":1763251200000,"tweets":[{"bookmarked":false,"display_text_range":[0,180],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689354789556479","view_count":83362,"bookmark_count":1225,"created_at":1763213883000,"favorite_count":688,"quote_count":4,"reply_count":16,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"Another banger by Google!\n\nIt's a new technical guide on how to deploy, scale, and productionize AI Agents.\n\n(bookmark it)\n\nLove the emphasis of CI/CD and the Agent2Agent protocol. https://t.co/ubU9xlQPLJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"kaggle.com/whitepaper-pro…","expanded_url":"https://www.kaggle.com/whitepaper-prototype-to-production","url":"https://t.co/8xnZzIAOy8","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689367108149595","view_count":8239,"bookmark_count":88,"created_at":1763213886000,"favorite_count":39,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"https://t.co/8xnZzIAOy8","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989689354789556479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,81],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1989493287498256456","view_count":274,"bookmark_count":0,"created_at":1763167137000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@SrinivasValekar I have other plans at the moment but this is really early still.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1989488207671796086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[105,128]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989812809312735291","view_count":4367,"bookmark_count":18,"created_at":1763243317000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Due to popular demand, I will be showcasing some of these workflows in my new Claude Code live training: https://t.co/ZDTOIyJ950\n\nWhether you are technical or non-technical, there are so many ways you can leverage Claude Code. \n\nSeats are limited!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[159,182]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989813668272574614","view_count":4453,"bookmark_count":13,"created_at":1763243522000,"favorite_count":7,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There were some really good questions on how I leveraged Claude Code to build out this project. I will be discussing that in detail in my new live training: \n\nhttps://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989423185201160205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]},{"label":"2025-11-18","value":766,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990420550808735838","view_count":742,"bookmark_count":1,"created_at":1763388214000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990420550808735838","full_text":"\"Time to build\" will make so much more sense to more people in the coming weeks than it has in prior weeks.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441561637957797","view_count":56795,"bookmark_count":461,"created_at":1763393223000,"favorite_count":406,"quote_count":3,"reply_count":17,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Introducing Claude Code for Everyone!\n\nEveryone should learn to use coding agents.\n\nIt doesn't matter if you are technical or non-technical.\n\nIf you are not using tools like Claude Code, you are missing out on some of the best tools and experience AI agents have to offer. https://t.co/CD7QeCwoqn","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990512531132350847","view_count":14498,"bookmark_count":145,"created_at":1763410144000,"favorite_count":146,"quote_count":2,"reply_count":12,"retweet_count":24,"user_id_str":"3448284313","conversation_id_str":"1990512531132350847","full_text":"With the right agent design pattern, you can build insane applications today.\n\nSciAgent is a multi-agent framework for tackling complex scientific reasoning across physics, chemistry, and math.\n\n(bookmark it)\n\nInstead of relying on a single monolithic model, it orchestrates specialized agents that each handle different aspects of problem-solving.\n\nThe system decomposes hard problems into manageable subtasks: analysis, domain-specific reasoning, verification, and cross-domain integration.\n\nIt was benchmarked on olympiad-level problems (International Physics & Chemistry Olympiads) and outperforms single-model baselines.\n\nThe key insight: agent composition beats end-to-end learning for specialized domains.\n\nThis architecture pattern shows how to build systems that generalize across multiple scientific disciplines.\n\nPaper: arxiv. org/abs/2511.08151","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2511.11287","expanded_url":"https://arxiv.org/abs/2511.11287","url":"https://t.co/JSv5BoBFoJ","indices":[1087,1110]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990532662881313096","view_count":13908,"bookmark_count":150,"created_at":1763414943000,"favorite_count":175,"quote_count":1,"reply_count":14,"retweet_count":36,"user_id_str":"3448284313","conversation_id_str":"1990532662881313096","full_text":"The web is broken for AI agents.\n\nNot because agents aren't smart enough.\n\nIt's because the web wasn't designed for them.\n\nEvery interaction is a puzzle. Parse raw HTML. Reverse-engineer buttons. Guess what's clickable.\n\nThis makes agents brittle, inefficient, and insecure.\n\nThis new research paper introduces VOIX, a framework where websites tell agents exactly what they can do.\n\nNo more guessing. No more parsing. Pure declaration.\n\nTwo new HTML elements are introduced: <tool> and <context>.\n\n<tool> exposes actions. Click here. Input this. Select that. With parameters and validation.\n\n<context> explains the state. Where you are. What's possible. Why it matters.\n\nThink of it as an API layer baked into web pages.\n\nThey evaluated using an 11-day developer study. SUS score: 72.5/100, which is above the acceptable threshold.\n\nExciting progress on agentic web! It's an interesting paradigm shift to address the issues agents have when interacting with the web.\n\nFrom agents parsing HTML to websites declaring intent. From agent-agnostic design to agent-aware architecture.\n\nPaper: https://t.co/JSv5BoBFoJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,45],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1990419923911209298","view_count":677,"bookmark_count":0,"created_at":1763388064000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990272740012777475","full_text":"@OfficialLoganK that's going to be something!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990272740012777475","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1990441574212440168","view_count":3609,"bookmark_count":2,"created_at":1763393226000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Based on popular demand, I am excited to announce my brand new live cohort-based training on Claude Code for Everyone.\n\nExcited to finally get to share all the cool ways we have been using Claude Code to improve AI workflows, agents, and AI apps.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441561637957797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[165,188]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441586061451607","view_count":3584,"bookmark_count":6,"created_at":1763393229000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Don't miss this chance to learn everything you need to know about building with Claude Code.\n\nSeats are limited!\n\nPrices will go up in the next cohort.\n\nEnroll now: https://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441574212440168","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768597724660895744","name":"Methkal","screen_name":"meth_kh","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"meth_kh","lang":"en","retweeted":false,"fact_check":null,"id":"1990444335054393512","view_count":518,"bookmark_count":0,"created_at":1763393884000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@meth_kh I will focus on projects and all the tactics we have learned on how to effectively use Claude Code.","in_reply_to_user_id_str":"768597724660895744","in_reply_to_status_id_str":"1990442296114827731","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"15026770","name":"Christopher","screen_name":"communicating","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"communicating","lang":"en","retweeted":false,"fact_check":null,"id":"1990484101535793634","view_count":406,"bookmark_count":0,"created_at":1763403365000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@communicating It is a separate course and not part of the subscription. It has its own price. The link I shared would be right place to send anyone who is interested in learning about Claude Code. :)","in_reply_to_user_id_str":"15026770","in_reply_to_status_id_str":"1990452576928874508","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[6,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"676573","name":"tobi lutke","screen_name":"tobi","indices":[0,5]}]},"favorited":false,"in_reply_to_screen_name":"tobi","lang":"en","retweeted":false,"fact_check":null,"id":"1990533241452069353","view_count":1582,"bookmark_count":1,"created_at":1763415081000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990525664513175585","full_text":"@tobi I absolutely dislike the current form of these AI notetakers. So disruptive to learners and human participants. They have some applications, but I think we can build better ones.","in_reply_to_user_id_str":"676573","in_reply_to_status_id_str":"1990525664513175585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":371,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990794651608219727","view_count":12177,"bookmark_count":164,"created_at":1763477406000,"favorite_count":179,"quote_count":2,"reply_count":12,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1990794651608219727","full_text":"Open-source research agents have been lagging behind proprietary systems like OpenAI's Deep Research.\n\nThe gap has been frustrating for developers who want powerful, deep research agents without vendor lock-in.\n\nI've been building my own called Kimi Deep Researcher.\n\nSimilarly, this new work introduces MiroThinker, a framework that closes this performance gap through systematic optimization.\n\nThe key insight? Performance isn't just about model size.\n\nMiroThinker uses three complementary scaling strategies.\n\nModel scaling: Leveraging larger base models up to 72B parameters.\n\nContext scaling: Expanding reasoning space and information retrieval capabilities. With a 256K context window, it can perform up to 600 tool calls per task!\n\nThis enables sustained multi-turn reasoning and complex real-world research workflows.\n\nInteractive scaling: Incorporating human feedback and iterative refinement loops.\n\nEach dimension adds independent performance gains.\n\nThe results are compelling. The 72B variant demonstrates competitive performance with proprietary agents like GPT-5 and Claude 4.5.\n\nValidated across multiple benchmarks: GAIA, HotpotQA, and MuSiQue.\n\nWhy this matters for developers: You don't need to wait for new model releases to improve agent reasoning.\n\nThe modular approach means you can adopt scaling dimensions independently based on your constraints.\n\nOpen-source agents can now compete with proprietary systems through principled optimization.\n\nThis democratizes access to advanced AI reasoning capabilities.\n\nPaper: arxiv. org/abs/2511.11793","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990815581017145479","view_count":9610,"bookmark_count":22,"created_at":1763482396000,"favorite_count":71,"quote_count":0,"reply_count":7,"retweet_count":11,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 is here!\n\nThe most exciting part of this model is the long horizon planning capabilities.\n\nThis is going to unlock complex agentic applications, the likes of which we have never seen.\n\nVibe coding insane applications in one shot, proactive agents that expand our knowledge at unprecedented rates, and agents that lead to major scientific discoveries.\n\nIt's really on!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,237],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990822776198828498","view_count":13445,"bookmark_count":34,"created_at":1763484112000,"favorite_count":97,"quote_count":0,"reply_count":2,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1990822776198828498","full_text":"This is a fun little app created by Gemini 3.\n\nIt shows the spatial reasoning capabilities.\n\nThis could be huge for apps that leverage computer-using agents. \n\nAnd of course, unlocking new ways to interact with computers. Exciting stuff! https://t.co/gBO2Xk7uIB","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990826875816481127","view_count":37186,"bookmark_count":106,"created_at":1763485089000,"favorite_count":293,"quote_count":0,"reply_count":21,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"Google wasn't playing with this Gemini 3 launch!\n\nThey are going for everything.\n\nJust tested out their Antigravity agentic development platform, and it's really fun. \n\nJust helped my son build a quick physics simulator. https://t.co/1p5TeM2R1J","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990875929720070280","view_count":11660,"bookmark_count":39,"created_at":1763496784000,"favorite_count":80,"quote_count":0,"reply_count":27,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1990875929720070280","full_text":"Okay, this is just insane!\n\nJust vibe-coded this AI-powered website designer in MINUTES using Gemini 3.\n\nI am not great at design. I can now collaborate with AI to generate and iterate on designs.\n\nSelecting elements to iterate on and viewing them in different modes also works. https://t.co/GYzMzXL1gX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,13],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1086145626633494528","name":"Varun Mohan","screen_name":"_mohansolo","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"_mohansolo","lang":"qme","retweeted":false,"fact_check":null,"id":"1990589110973849960","view_count":2783,"bookmark_count":0,"created_at":1763428402000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990521386935464099","full_text":"@_mohansolo 🔥","in_reply_to_user_id_str":"1086145626633494528","in_reply_to_status_id_str":"1990521386935464099","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[32,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]},{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[16,31]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"und","retweeted":false,"fact_check":null,"id":"1990813421319635244","view_count":2260,"bookmark_count":0,"created_at":1763481881000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813077172822143","full_text":"@OfficialLoganK @GoogleAIStudio LFG!!!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990813077172822143","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,77],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990816381252546618","view_count":1969,"bookmark_count":2,"created_at":1763482587000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Not to mention that the results on all these other benchmarks are impressive. https://t.co/Yb0D314xyR","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990815581017145479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,55],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990818244312052036","view_count":2255,"bookmark_count":2,"created_at":1763483031000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 Pro's agentic coding capabilities look insane. https://t.co/fIA5IqlMNw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990816381252546618","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,89],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990823592657891612","view_count":1341,"bookmark_count":0,"created_at":1763484306000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"And where do we even start with Gemini 3 Deep Think?\n\nThat ARC-AGI-2 performance is nuts! https://t.co/1XMIFHjxAB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990818244312052036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1990818341859061760","view_count":134,"bookmark_count":0,"created_at":1763483054000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"@realmadhuguru on it :)","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1990816967201050710","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4939401","name":"Patrick Collison","screen_name":"patrickc","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"patrickc","lang":"en","retweeted":false,"fact_check":null,"id":"1990828162482065834","view_count":639,"bookmark_count":0,"created_at":1763485396000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813146987311446","full_text":"@patrickc That is cool!","in_reply_to_user_id_str":"4939401","in_reply_to_status_id_str":"1990813146987311446","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14130366","name":"Sundar Pichai","screen_name":"sundarpichai","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"sundarpichai","lang":"en","retweeted":false,"fact_check":null,"id":"1990854555362312425","view_count":1474,"bookmark_count":0,"created_at":1763491688000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990850427164979318","full_text":"@sundarpichai Keep it coming! :)","in_reply_to_user_id_str":"14130366","in_reply_to_status_id_str":"1990850427164979318","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1990877387836334251","view_count":2108,"bookmark_count":0,"created_at":1763497132000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990861380740591621","full_text":"@soumithchintala Excited for you, Soumith!","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1990861380740591621","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990847529919910063","view_count":2506,"bookmark_count":2,"created_at":1763490013000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"I love this way of testing and debugging apps with the integrated browser preview. The agent can navigate the app and test features, catch bugs, and fix on the go. https://t.co/42c51Vo2hf","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990826875816481127","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nretweets":[{"label":"2025-10-21","value":32,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980308459368436093","quoted_status_permalink":{"url":"https://t.co/7tgKp3s1dH","expanded":"https://twitter.com/anthropicai/status/1980308459368436093","display":"x.com/anthropicai/st…"},"retweeted":false,"fact_check":null,"id":"1980312578749526504","view_count":32955,"bookmark_count":134,"created_at":1760978285000,"favorite_count":264,"quote_count":0,"reply_count":16,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"I started to build a little AI research tool with Claude Code & Skills over the weekend.\n\nNow Anthropic adds connectors to other helpful scientific tools.\n\nThey are not messing around!\n\nIt’s about to get insanely interesting to use coding agents like Claude Code for science.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/pRSTl5TgvB","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980403571935130073","view_count":19586,"bookmark_count":54,"created_at":1760999980000,"favorite_count":150,"quote_count":1,"reply_count":8,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"This is huge! I sensed that Claude Code on web was coming.\n\nCoding agents on web serve specific use cases.\n\nThere is a wide opening to improve coding experience on web. If you tried Codex (web) you know this well.\n\nIf it's anything like Claude Code on the terminal, it’s game on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1977811751258513410","name":"NerdyChefs.AI","screen_name":"NerdychefsAI","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"NerdychefsAI","lang":"en","retweeted":false,"fact_check":null,"id":"1980320807709802804","view_count":61,"bookmark_count":0,"created_at":1760980247000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"@NerdychefsAI Will share more soon with some additional thoughts.","in_reply_to_user_id_str":"1977811751258513410","in_reply_to_status_id_str":"1980317151170121729","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,22],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","quoted_status_id_str":"1980052095639126457","quoted_status_permalink":{"url":"https://t.co/uQXRrZImBU","expanded":"https://twitter.com/omarsar0/status/1980052095639126457","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1980372246591095294","view_count":8661,"bookmark_count":3,"created_at":1760992511000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980337282323452300","full_text":"@claudeai Much needed:","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1980337282323452300","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980407566158196747","view_count":43,"bookmark_count":0,"created_at":1761000932000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Safe agentic code execution matters. The sandboxing feature in Claude Code is also neat and well thoughout. https://t.co/ccXK1Uj5si","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980406365781991642","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980405447086731456","view_count":578,"bookmark_count":0,"created_at":1761000427000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"The blog pretty much summarizes why I even tried Codex on web in the first place.\n\nSome stuff can just be done without my constant intervention.\n\nI can offload bug squashing easily now. Or explore new features that are not core (or of high priority) to my current workstreams. https://t.co/52ChIt2VTd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980403571935130073","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,158],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980406365781991642","view_count":329,"bookmark_count":0,"created_at":1761000646000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Claude Code on mobile is exciting. I am often on the road a lot so this is extremely helpful. I normally used GitHub Actions but this should feel more native. https://t.co/Mg7DOWCEQc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980405447086731456","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980371216046170539","view_count":4239,"bookmark_count":1,"created_at":1760992266000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I sensed this was coming I guess. Coding agents via the web serve specific use cases. \nAnd it makes, as there is a wide opening to improve the experience on web.\nWill test to see how the experience feels. If it is anything like Claude Code on the terminal, it’s game on. https://t.co/e20qoUO1XE","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980052095639126457","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":111,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980629163976675779","view_count":58883,"bookmark_count":951,"created_at":1761053765000,"favorite_count":711,"quote_count":6,"reply_count":29,"retweet_count":102,"user_id_str":"3448284313","conversation_id_str":"1980629163976675779","full_text":"People are sleeping on Deep Agents.\n\nStart using them now.\n\nThis is a fun paper showcasing how to put together advanced deep agents for enterprise use cases.\n\nUses the best techniques: task decomposition, planning, specialized subagents, MCP for NL2SQL, file analysis, and more. https://t.co/UePZmIQkWR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684241202520238","view_count":15368,"bookmark_count":23,"created_at":1761066897000,"favorite_count":77,"quote_count":4,"reply_count":7,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"BREAKING: OpenAI launches ChatGPT Atlas. \n\nA new AI-powered browser built around ChatGPT.\n\nChat goes with you anywhere on the web. https://t.co/CjhEC89Ek1","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980689459785134240","view_count":2750,"bookmark_count":1,"created_at":1761068141000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Atlas is a great tool for \"vife-lifing\". \n\nYou can use the agent to delegate tasks (personal or professional) and hopefully improve productivity and curiosity. \n\nAvailable on MacOS. \n\nAgent is only available to Plus and Pro.\n\nMore personalization coming soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980688230904144086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980684242980884483","view_count":1407,"bookmark_count":2,"created_at":1761066897000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"It's OpenAI's attempt at combining the AI chat experience with the browser. \n\nChatGPT is the \"beating heart of Atlas\"!\n\nBuilt to be fast and flexible.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684241202520238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684244818301158","view_count":1741,"bookmark_count":4,"created_at":1761066897000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Three core features of Atlas:\n\n- Chat goes with you anywhere on the web\n- Browser memory to personalize the experience across the web\n- Agents can take actions for you https://t.co/LKcFw8l1cK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684242980884483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,94],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685471987507241","view_count":1222,"bookmark_count":3,"created_at":1761067190000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can invite ChatGPT to any tab you have open.\n\nIt can see the webpage and answer questions. https://t.co/gCe8Ao4ikB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684244818301158","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685725826691098","view_count":1448,"bookmark_count":3,"created_at":1761067251000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can do web searches and click through links to preview pages. \n\nAnd you can continue interacting with webpages seamlessly. https://t.co/7s6pBg1D3c","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685471987507241","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686101888041405","view_count":1424,"bookmark_count":2,"created_at":1761067340000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can polish your emails in-line. \n\nNo more copy-pasting your drafts.\n\nIt's called Cursor Chat. https://t.co/ClXCmO9Yv2","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685725826691098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,157],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686827347456380","view_count":1371,"bookmark_count":3,"created_at":1761067513000,"favorite_count":5,"quote_count":1,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use Agent mode with Atlas. \n\nThis means it can take actions for you. \n\nIt can do tasks in the background as you do other work in different tabs. https://t.co/8XHK746vWT","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686101888041405","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687393964388637","view_count":1118,"bookmark_count":1,"created_at":1761067648000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Agents can take over your browser whenever you want. \n\nAnd you can take back the control anytime you want or need. https://t.co/fGaEgtCqjw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686827347456380","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687837659034102","view_count":1325,"bookmark_count":1,"created_at":1761067754000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"For safety, you can manage in Agent mode whether ChatGPT works alongside you using your logged-in accounts or not. https://t.co/eS0QMQO9bo","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687393964388637","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980688230904144086","view_count":3283,"bookmark_count":3,"created_at":1761067848000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use incognito mode when you don't want ChatGPT to remember what you are doing in the browser. https://t.co/jy4noKCylP","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687837659034102","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":218,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980997089120444595","view_count":26796,"bookmark_count":263,"created_at":1761141485000,"favorite_count":372,"quote_count":1,"reply_count":11,"retweet_count":65,"user_id_str":"3448284313","conversation_id_str":"1980997089120444595","full_text":"Scaling RL for Trillion-Scale Thinking Model\n\nScaling RL is hard! But this team might have figured out something.\n\nThey introduce Ring-1T, a 1T-parameter MoE reasoning model with ~50B params active per token.\n\nIt’s trained with a long-CoT SFT phase, a verifiable-rewards reasoning RL phase, then a general RLHF phase, and introduces three pieces that make trillion-scale RL actually run:\n\n- IcePop to stabilize updates\n\n- C3PO++ to keep GPUs busy under a token budget\n\n- ASystem to unify high-throughput RL stack\n\nOn benchmarks, it leads open weights on AIME-25, HMMT-25, ARC-AGI-1, LiveCodeBench, CodeForces, and ArenaHard v2.\n\nIt reaches silver-medal level on IMO-2025 using only natural-language reasoning.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"cme295.stanford.edu/syllabus/","expanded_url":"https://cme295.stanford.edu/syllabus/","url":"https://t.co/lpD2idL5co","indices":[311,334]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981030346037612847","view_count":42839,"bookmark_count":964,"created_at":1761149414000,"favorite_count":873,"quote_count":1,"reply_count":8,"retweet_count":153,"user_id_str":"3448284313","conversation_id_str":"1981030346037612847","full_text":"🎓Stanford CME295 Transformers & LLMs\n\nNice to see the new release of this new course on Transformers and LLMs.\n\nGreat way to catch up on the world of LLMs and AI Agents.\n\nIncludes topics like the basics of attention, mixture-of-experts, to agents.\n\nExcited to see more on evals. \n\nFirst lessons available now.\n\nhttps://t.co/lpD2idL5co","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981041821598781673","view_count":1442,"bookmark_count":2,"created_at":1761152150000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981041821598781673","full_text":"Great to see advancements in agentic browsers. \n\nOpenAI Atlas is dope and useful for research.\n\nBut it also reminds me how bad computer-use agents are.\n\nIt sucks at editing and formatting.\n\nWays to go still. Lots of opportunities here for founders.\n\nHave you tried it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[43,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]},{"id_str":"776585502606721024","name":"PyTorch","screen_name":"PyTorch","indices":[17,25]},{"id_str":"14930686","name":"Edward Z. Yang","screen_name":"ezyang","indices":[26,33]},{"id_str":"2786323310","name":"Adam Paszke","screen_name":"apaszke","indices":[34,42]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1981082383894839454","view_count":941,"bookmark_count":1,"created_at":1761161821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981035612540166556","full_text":"@soumithchintala @PyTorch @ezyang @apaszke Damn. I miss PyTorch conferences. Cool crew. :)","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1981035612540166556","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":58,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981373662524821996","view_count":14664,"bookmark_count":12,"created_at":1761231267000,"favorite_count":35,"quote_count":1,"reply_count":8,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981373662524821996","full_text":"Not sure what's up with ChatGPT lately.\n\nProjects don't work as they used to.\n\nI have moved all my Projects to Claude Code Skills.\n\nNight and day!\n\nSkills give you so much personalization. They can easily be adapted too!\n\nThe Claude team really cooked with this one.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981360482813710384","view_count":22232,"bookmark_count":179,"created_at":1761228125000,"favorite_count":234,"quote_count":6,"reply_count":15,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1981360482813710384","full_text":"Lookahead Routing for LLMs\n\nProposes Lookahead, a routing framework to enable more informed routing without full inference.\n\nAchieves an average performance gain of 7.7% over the state-of-the-art.\n\nHere is why it works:\n\nLookahead is a new framework for routing in multi-LLM systems, deciding which model should handle each query.\n\nKey idea: Instead of routing based only on the input query, Lookahead predicts latent representations of potential responses, giving it a “peek” into what each model would say without fully generating text.\n\nSmarter decisions: This response-aware prediction makes routing more context-sensitive and accurate, especially for open-ended or preference-driven tasks.\n\nEfficient learning: It’s highly data-efficient, reaching full performance with only 16% of training data compared to baselines, and learns better semantic representations for routing.\n\nDual design: Works with both causal and masked LM variants, generalizing across multiple architectures.\n\nPerformance: Outperforms state-of-the-art routing methods across seven benchmarks, with the biggest gains in nuanced, creative tasks.\n\nLookahead shows that adding lightweight generative foresight can make multi-model systems more adaptive and cost-efficient without needing full model inference.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364255564935339","view_count":13294,"bookmark_count":114,"created_at":1761229025000,"favorite_count":152,"quote_count":4,"reply_count":8,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"Builds an OS agent for long-horizon tasks.\n\nUses step-wise RL and self-evolve training to enable the agent to carry out long-horizon interactions.\n\nInstead of one big model doing everything, it uses multiple cooperating agents. One for memory and context, one for breaking down complex tasks, and another to check and fix mistakes along the way.\n\nThis is another great example of deep agents to personalize user-agent interactions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,10],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2178012643","name":"Balaji","screen_name":"balajis","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"balajis","lang":"qme","retweeted":false,"fact_check":null,"id":"1981348724157681903","view_count":527,"bookmark_count":0,"created_at":1761225322000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981343012010799545","full_text":"@balajis 🚀","in_reply_to_user_id_str":"2178012643","in_reply_to_status_id_str":"1981343012010799545","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,91],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","quoted_status_id_str":"1981373662524821996","quoted_status_permalink":{"url":"https://t.co/Rz4pIlMnvJ","expanded":"https://twitter.com/omarsar0/status/1981373662524821996","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1981433340801798335","view_count":8433,"bookmark_count":4,"created_at":1761245496000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1981432799212249119","full_text":"@OpenAI I have given up on Projects. It used to work so well and not sure what has changed:","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1981432799212249119","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.19386","expanded_url":"https://arxiv.org/abs/2510.19386","url":"https://t.co/FAqW4vi39w","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364268147888248","view_count":2746,"bookmark_count":6,"created_at":1761229028000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"https://t.co/FAqW4vi39w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981364255564935339","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":145,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981798842866557281","view_count":56677,"bookmark_count":291,"created_at":1761332638000,"favorite_count":270,"quote_count":4,"reply_count":23,"retweet_count":23,"user_id_str":"3448284313","conversation_id_str":"1981798842866557281","full_text":"On Skills vs. Subagents\n\nBeen using Skills extensively for the past couple of days.\n\nBut like many other Claude Code users, I've been thinking about the difference between subagents and Skills. \n\nSubagents are useful for handing off subtasks (i.e., separation of concerns) from the main task (e.g., deep research with a planner). \n\nAnd skills are about loading context efficiently with a neat tiered system. \n\nSubagents can also leverage Skills.\n\nAnd I sometimes also use custom commands to orchestrate more complex scenarios. They are all useful features to have. \n\nWho knows? This will probably change again or will be unified into one efficient approach in the near future. \n\nBut one is clear today: planning, orchestrating, and context management are all useful patterns for current LLM-based agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,168],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1981793327956865504","view_count":60156,"bookmark_count":829,"created_at":1761331323000,"favorite_count":624,"quote_count":6,"reply_count":16,"retweet_count":120,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"Fundamentals of Building Autonomous LLM Agents\n\nGreat overview of LLM-based agents.\n\nGreat if you are just getting started with AI agents.\n\nThis covers the basics good. https://t.co/zqWYNKvc4i","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,52],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"221658618","name":"Geoffrey Litt","screen_name":"geoffreylitt","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"geoffreylitt","lang":"en","retweeted":false,"fact_check":null,"id":"1981731826990293142","view_count":671,"bookmark_count":0,"created_at":1761316661000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981720163968749736","full_text":"@geoffreylitt Good take. Roughly how I use AI today.","in_reply_to_user_id_str":"221658618","in_reply_to_status_id_str":"1981720163968749736","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.09244","expanded_url":"https://arxiv.org/abs/2510.09244","url":"https://t.co/BqxCInKwfM","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981793340158034389","view_count":5806,"bookmark_count":60,"created_at":1761331326000,"favorite_count":34,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"https://t.co/BqxCInKwfM","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981793327956865504","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":8,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,133],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1982463725589168152","view_count":13170,"bookmark_count":45,"created_at":1761491159000,"favorite_count":139,"quote_count":3,"reply_count":17,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1982463725589168152","full_text":"Curious how Kimi CLI will stack up against Claude Code and the like. \n\nI think there is a lot of room for innovation with CLI agents. https://t.co/h6lRvpVbXL","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":82,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983175377393479759","view_count":18485,"bookmark_count":56,"created_at":1761660830000,"favorite_count":132,"quote_count":6,"reply_count":26,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"Damn it! Now it’s hard to think of building AI agents without access to the filesystem and agentic search.\n\nClaude Code has spoiled me.\n\nBut my agents are so darn better with bash, glob, grep, files, skills, and the like. \n\nMemory, context engineering, evals, etc — all better.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180523473354906","view_count":44828,"bookmark_count":401,"created_at":1761662057000,"favorite_count":391,"quote_count":2,"reply_count":23,"retweet_count":61,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"Microsoft's open-source game is on 🔥!\n\nThey release Agent Lightning to help optimize multi-agent systems.\n\nIt works with popular agent frameworks. Barely any code change needed.\n\nIntegrates algos like RL, Automatic Prompt Optimization, Supervised Fine-tuning, and more. https://t.co/6dbmVQeLYU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983195339382501476","quoted_status_permalink":{"url":"https://t.co/TfSChnt80H","expanded":"https://twitter.com/taranjeetio/status/1983195339382501476","display":"x.com/taranjeetio/st…"},"retweeted":false,"fact_check":null,"id":"1983200901402927115","view_count":16522,"bookmark_count":58,"created_at":1761666915000,"favorite_count":128,"quote_count":0,"reply_count":10,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1983200901402927115","full_text":"Memory for AI agents is a bigger deal than it looks.\n\nHuge congrats to the Mem0 team on their Series A.\n\nI've been building with mem0 for the past couple of months. It's clear this team is building some impressive stuff.\n\nCheck them out if you are an AI dev building agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1882380791751303168","name":"arti","screen_name":"claudeusmaximus","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"claudeusmaximus","lang":"en","retweeted":false,"fact_check":null,"id":"1983186700810760214","view_count":197,"bookmark_count":0,"created_at":1761663529000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@claudeusmaximus i wouldn't throw away vector dbs just yet -- there is a world where both and even emerging search tools exist","in_reply_to_user_id_str":"1882380791751303168","in_reply_to_status_id_str":"1983181568207401040","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1983186373881561446","view_count":170,"bookmark_count":0,"created_at":1761663452000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@iamrobotbear yeah, that would be great","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1983185724716528105","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1534421484546174976","name":"Taranjeet","screen_name":"taranjeetio","indices":[0,12]},{"id_str":"1670746017828859904","name":"mem0","screen_name":"mem0ai","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"taranjeetio","lang":"en","retweeted":false,"fact_check":null,"id":"1983201017601896723","view_count":1255,"bookmark_count":0,"created_at":1761666943000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983195339382501476","full_text":"@taranjeetio @mem0ai Congrats!","in_reply_to_user_id_str":"1534421484546174976","in_reply_to_status_id_str":"1983195339382501476","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/microsoft/agen…","expanded_url":"https://github.com/microsoft/agent-lightning","url":"https://t.co/guN9Q93Uig","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180535943118949","view_count":3508,"bookmark_count":32,"created_at":1761662060000,"favorite_count":35,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"https://t.co/guN9Q93Uig","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983180523473354906","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":72,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983630211506958699","view_count":14776,"bookmark_count":6,"created_at":1761769271000,"favorite_count":38,"quote_count":3,"reply_count":12,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983630211506958699","full_text":"What happened to AGI?\n\nI don't see anyone mentioning it on my timeline anymore. \n\nApparently, it's now ASI. :)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983637226996298210","view_count":28999,"bookmark_count":172,"created_at":1761770943000,"favorite_count":178,"quote_count":0,"reply_count":18,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1983637226996298210","full_text":"There is so much value in data for training/tuning LLM agents.\n\nBut there aren't too many good public ones.\n\nIf you do find a good one, it's not in a standard format, and tools vary.\n\nAgent Data Protocol attempts to solve this by unifying datasets for fine-tuning LLM agents. https://t.co/pzSkHzoNlT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.24699","expanded_url":"https://arxiv.org/abs/2510.24699","url":"https://t.co/Vqy0hRwKOR","indices":[1530,1553]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983646041850495140","view_count":25802,"bookmark_count":387,"created_at":1761773045000,"favorite_count":343,"quote_count":3,"reply_count":11,"retweet_count":51,"user_id_str":"3448284313","conversation_id_str":"1983646041850495140","full_text":"This is actually a clever context engineering technique for web agents.\n\nIt's called AgentFold, an agent that acts as a self-aware knowledge manager.\n\nIt treats context as a dynamic cognitive workspace by folding information at different scales:\n\n- Light folding: Compressing small details while keeping the important stuff\n\n- Deep folding: Combining multiple steps or tasks into a simplified summary\n\nMore of my notes:\n\n1) Solving context saturation – Traditional ReAct-based web agents accumulate noisy histories, causing context overload, while fixed summarization methods risk irreversible information loss. AgentFold introduces a dynamic folding paradigm that balances detail preservation with efficient compression.\n\n2) Proactive context management – Rather than passively logging history, AgentFold actively manages its workspace through multi-scale folding operations, adapting to task complexity and information density in real-time.\n\n3) Impressive efficiency – AgentFold-30B achieves 36.2% on BrowseComp and 47.3% on BrowseComp-ZH, outperforming dramatically larger open-source models like DeepSeek-V3.1-671B and surpassing proprietary agents like OpenAI's o4-mini.\n\n4) Simple training approach – Achieved through SFT without requiring continual pre-training or RL, making it more accessible for AI practitioners.\n\n5) Significant resource advantage – Achieves competitive performance with 30B parameters versus competitors using 671B+ parameters. Major efficiency gains for web agent development and deployment.\n\nPaper: https://t.co/Vqy0hRwKOR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,94],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2309105822","name":"Eric Jang","screen_name":"ericjang11","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"ericjang11","lang":"en","retweeted":false,"fact_check":null,"id":"1983341537150054546","view_count":614,"bookmark_count":0,"created_at":1761700445000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983257382739390820","full_text":"@ericjang11 So cool to see your years of work come to life like this. What an exciting future.","in_reply_to_user_id_str":"2309105822","in_reply_to_status_id_str":"1983257382739390820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983558992141189401","view_count":3,"bookmark_count":0,"created_at":1761752291000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician in what sense?","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983557629315068111","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"240008974","name":"Greg Kamradt","screen_name":"GregKamradt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"GregKamradt","lang":"en","retweeted":false,"fact_check":null,"id":"1983557531348988200","view_count":124,"bookmark_count":1,"created_at":1761751942000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983186681240174791","full_text":"@GregKamradt I used to do this a lot but now I just switch to plan mode when I don’t want code to be written. And then switch back to auto edits or manually approved edits depending on complexity of task. Shift + Tab does it for me.","in_reply_to_user_id_str":"240008974","in_reply_to_status_id_str":"1983186681240174791","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,18],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1495078042498002950","name":"finbarr","screen_name":"finbarrtimbers","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"finbarrtimbers","lang":"qme","retweeted":false,"fact_check":null,"id":"1983523296873214152","view_count":417,"bookmark_count":0,"created_at":1761743780000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983272290520576182","full_text":"@finbarrtimbers ❤️","in_reply_to_user_id_str":"1495078042498002950","in_reply_to_status_id_str":"1983272290520576182","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983560946405589395","view_count":4,"bookmark_count":0,"created_at":1761752757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician Not sure how others use Claude Code, but I am using both MCP and Skills in all my workflows.","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983559552910966963","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":113,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892163990843692","view_count":21556,"bookmark_count":239,"created_at":1761831725000,"favorite_count":294,"quote_count":5,"reply_count":11,"retweet_count":54,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Graph-based Agent Planning\n\nIt lets AI agents run multiple tools in parallel to accelerate task completion.\n\nUses graphs to map tool dependencies + RL to learn the best execution order.\n\nRL also helps with scheduling strategies and planning.\n\nMajor speedup for complex tasks. https://t.co/3w5rluxJfm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983662836896448756","quoted_status_permalink":{"url":"https://t.co/fHpZcgxjzl","expanded":"https://twitter.com/cognition/status/1983662836896448756","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1983892272492978178","view_count":7503,"bookmark_count":12,"created_at":1761831751000,"favorite_count":30,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983892272492978178","full_text":"It's pretty exciting to see how fast agentic models are getting. \n\nBesides improved reliability, speed is a must for coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915573215162873","view_count":41421,"bookmark_count":142,"created_at":1761837306000,"favorite_count":320,"quote_count":3,"reply_count":21,"retweet_count":34,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🚀 MiniMax-M2 is the new top-tier open model for agentic workflows and advanced coding.\n\n• #1 Open-source Model & #4 Intelligence (Artificial Analysis)\n• 200k context window (128K max output tokens)\n• ~100 TPS throughput\n• 8% Claude Sonnet price, ~2x faster\n\nMore details: https://t.co/75bNpTJmY4","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983963939646881854","quoted_status_permalink":{"url":"https://t.co/BylacwdRYN","expanded":"https://twitter.com/claudeai/status/1983963939646881854","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1983976239531761888","view_count":38493,"bookmark_count":253,"created_at":1761851770000,"favorite_count":219,"quote_count":1,"reply_count":6,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"This has been one of the most epic uses of Skills.\n\nBuilding, testing, and optimizing MCP tools.\n\nA few of my MCP tools are agent-powered, so I ended up generalizing the skill to optimize agents and context.\n\nWriting, evals, data analysis, most of it moved to Claude Code now. 🚀","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983916779660362154","view_count":3130,"bookmark_count":2,"created_at":1761837594000,"favorite_count":11,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Personally, it's very exciting to see open efforts for models that do well for agentic workflows. \n\nLet me know if you would like to see a guide on this and how I have started to use it for AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915652764332401","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983979069432852744","view_count":3251,"bookmark_count":6,"created_at":1761852445000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983976239531761888","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915592055968239","view_count":1086,"bookmark_count":4,"created_at":1761837311000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🐙 Engineered for Agents & Code\n\n• M2 excels in math, science, and code.\n• #1 Open-source Model & #4 Intelligence (by Artificial Analysis & LMArena)\n• Crushes SWE-Bench + Terminal-Bench.\n• Comparable to top proprietary models in BrowseComp.\n\nPowered by MiniMax’s CISPO scaling algorithm, the technique is highlighted in Meta’s \"Art of Scaling RL Compute.\"","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915573215162873","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,189],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915607608455540","view_count":525,"bookmark_count":2,"created_at":1761837314000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"1️⃣ #1 on OpenRouter's Top Today Chart!\n\nJust a few days after release, it's trending to be the top open-source model in terms of token usage in OpenRouter.\n\nIt's taking off really quickly. https://t.co/MIa57aZyLd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915592055968239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915623181894127","view_count":459,"bookmark_count":1,"created_at":1761837318000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"👨💻 Agentic Intelligence, Simplified\n\nSupports full dev cycles: multi-file edits → run → debug → auto-fix.\n\nM2 enables developers to transition seamlessly from the shell to the browser to MCP tools. Great for agents & long-horizon tasks.\n\nM2 plans, executes, retrieves, and self-corrects autonomously.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915607608455540","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/MiniMax-AI/Min…","expanded_url":"https://github.com/MiniMax-AI/MiniMax-M2","url":"https://t.co/cBgswjsHzG","indices":[250,273]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915635655766483","view_count":977,"bookmark_count":4,"created_at":1761837321000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🧠 Built for Efficiency & Accuracy\n\nBuilt for multi-hop, retrieval-heavy reasoning.\n\nM2 also shows that activation size matters.\n\nIt uses 10B activations, which leads to more responsive agent loops + better unit economics.\n\nMore info in the repo: https://t.co/cBgswjsHzG","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915623181894127","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,250],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/elvism2","expanded_url":"https://bit.ly/elvism2","url":"https://t.co/i0r1R48XXb","indices":[107,130]},{"display_url":"platform.minimax.io/docs/guides/te…","expanded_url":"https://platform.minimax.io/docs/guides/text-generation","url":"https://t.co/YdCOkaAbo2","indices":[138,161]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915652764332401","view_count":3905,"bookmark_count":12,"created_at":1761837325000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Free for all devs, globally via MiniMax Agent and APIs for a limited time.\n\nTry it:\n🔹 MiniMax Agent (Web): https://t.co/i0r1R48XXb\n🔹 API: https://t.co/YdCOkaAbo2\n\nAlso live across Claude Code, Cursor, Cline, Roo Code, Grok CLI, Gemini CLI & more. https://t.co/chVipM5l6O","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915635655766483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,180],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1983976239531761888","url":"https://t.co/O5K64wV3Sg","indices":[157,180]}],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1983976239531761888","quoted_status_permalink":{"url":"https://t.co/O5K64wV3Sg","expanded":"https://x.com/omarsar0/status/1983976239531761888","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1983977067374113202","view_count":1536,"bookmark_count":9,"created_at":1761851968000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983961480254083225","full_text":"@trq212 Actually, the easiest might be Claude Code + Skills. ;)\n\nSkills have allowed me to better package best practices into how I build agentic systems. \n\nhttps://t.co/O5K64wV3Sg","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1983961480254083225","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.25320","expanded_url":"https://arxiv.org/abs/2510.25320","url":"https://t.co/1Zv2ziLTDV","indices":[7,30]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892176892522642","view_count":3223,"bookmark_count":17,"created_at":1761831728000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Paper: https://t.co/1Zv2ziLTDV","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983892163990843692","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","retweeted":false,"fact_check":null,"id":"1983979175020003663","view_count":1234,"bookmark_count":2,"created_at":1761852470000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983963930356752820","full_text":"Thanks for the feature. I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1983963941199102450","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":38,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983556187632365712","quoted_status_permalink":{"url":"https://t.co/Q5cfxJfnTr","expanded":"https://twitter.com/zeeg/status/1983556187632365712","display":"x.com/zeeg/status/19…"},"retweeted":false,"fact_check":null,"id":"1984069751518515644","view_count":12338,"bookmark_count":19,"created_at":1761874065000,"favorite_count":48,"quote_count":0,"reply_count":6,"retweet_count":6,"user_id_str":"3448284313","conversation_id_str":"1984069751518515644","full_text":"The “MCP is dead” camp is just as clueless as the “RAG is dead” camp.\n\nThey have absolutely no clue what they are talking about.\n\nJust watch what happens in the next couple of weeks in this timeline.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984235423707844958","view_count":37257,"bookmark_count":179,"created_at":1761913564000,"favorite_count":141,"quote_count":0,"reply_count":11,"retweet_count":14,"user_id_str":"3448284313","conversation_id_str":"1984235423707844958","full_text":"Excited to announce our academy's first cohort-based course, Building Effective AI Agents.\n\nThis is the one solution that teaches, end-to-end, how to build, evaluate, and deploy AI agents.\n\nFor 1 month, you'll build with cutting-edge techniques like memory and deep agents. https://t.co/WSHrGS0mnU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984248563711586493","view_count":40089,"bookmark_count":263,"created_at":1761916697000,"favorite_count":442,"quote_count":2,"reply_count":40,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"The more I use Claude Code, the more it makes me believe that I can build whatever I want.\n\nIt coded this little feature flawlessly in one shot.\n\nIt's a luxury feature (I haven't had the time to implement it) that lots of people have been asking for our guides. \n\nShipping soon! https://t.co/qISPApi7lS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1984251183331262739","quoted_status_permalink":{"url":"https://t.co/McUYOwPQJa","expanded":"https://twitter.com/dair_ai/status/1984251183331262739","display":"x.com/dair_ai/status…"},"retweeted":false,"fact_check":null,"id":"1984253171334893809","view_count":7641,"bookmark_count":13,"created_at":1761917796000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984253171334893809","full_text":"One of the many AI-powered tools we are providing to our academy subs. \n\nIt's in beta, but I believe it's already extremely useful to students navigating technical AI courses. \n\nIt can even translate, which is a super boost for some of our learners.\n\nStay tuned for more!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863959670169501696","name":"Kimi.ai","screen_name":"Kimi_Moonshot","indices":[0,14]},{"id_str":"1471128655699062784","name":"Zed","screen_name":"zeddotdev","indices":[15,25]}]},"favorited":false,"in_reply_to_screen_name":"Kimi_Moonshot","lang":"en","retweeted":false,"fact_check":null,"id":"1984251629026308362","view_count":1722,"bookmark_count":0,"created_at":1761917428000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984207733177090274","full_text":"@Kimi_Moonshot @zeddotdev Huge! Congrats, team.","in_reply_to_user_id_str":"1863959670169501696","in_reply_to_status_id_str":"1984207733177090274","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,103],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38821351","name":"Klaas","screen_name":"forgebitz","indices":[0,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}]},"favorited":false,"in_reply_to_screen_name":"forgebitz","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984237838779703623","view_count":1164,"bookmark_count":4,"created_at":1761914140000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984214576033100048","full_text":"@forgebitz Interesting idea. I was thinking of the same lately after seeing this in the Anthropic docs: https://t.co/gAARQYnsOO","in_reply_to_user_id_str":"38821351","in_reply_to_status_id_str":"1984214576033100048","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,204],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","retweeted":false,"fact_check":null,"id":"1984304979671224702","view_count":5995,"bookmark_count":2,"created_at":1761930148000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984304194837528864","full_text":"@OpenAI I really wish Atlas would improve on more advanced browser operations. It can click buttons and do regular browsing, but it gets stuck quite often when it's adding, formatting, or creating things.","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1984304194837528864","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"promptingguide.ai/agents/deep-ag…","expanded_url":"https://www.promptingguide.ai/agents/deep-agents","url":"https://t.co/EP15vqHmOL","indices":[108,131]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984280472365760852","view_count":6547,"bookmark_count":14,"created_at":1761924305000,"favorite_count":19,"quote_count":0,"reply_count":4,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"This is roughly how it would work. You can click on copy markdown or send the guide to ChatGPT or Claude. \n\nhttps://t.co/EP15vqHmOL https://t.co/hUXeh130Du","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984248563711586493","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1984281498057687053","view_count":3350,"bookmark_count":3,"created_at":1761924549000,"favorite_count":11,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"I am pushing out lots of improvements to the guide, including new advanced guides, in the coming weeks. \n\nClaude Code has been instrumental in maintaining this open-source project.\n\nI feel like I can now ship all the luxury features I had in mind for the guide. More soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984280472365760852","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","retweeted":false,"fact_check":null,"id":"1984281863679328336","view_count":504,"bookmark_count":0,"created_at":1761924637000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"@theideogenesis I have been trying it for the past couple of weeks, but it just doesn't stick for some reason.","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1984281595214492083","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":41,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984641893519839271","view_count":81503,"bookmark_count":449,"created_at":1762010474000,"favorite_count":505,"quote_count":3,"reply_count":32,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"Simplicity is at the heart of great software.\n\nThis is one of the reasons why Claude Code has been sticky for me.\n\nAs a builder, I love planning and brainstorming, and this is now a key focus of Claude Code.\n\nI use Shift + Tab a lot to cycle between brainstorming, planning, and execution.\n\nThis functionality provides the appropriate interface for me to either be very involved or less involved as I please.\n\nThis works particularly well when building out new and complex features or entire new projects.\n\nThis saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that.\n\nI have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed.\n\nVibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1984647765377307081","view_count":923,"bookmark_count":0,"created_at":1762011874000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984645815361814672","full_text":"@OfficialLoganK 💯 vibe coding removes so many barriers","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1984645815361814672","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,80],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1899832852910624768","name":"CrazyAI Tech","screen_name":"CrazyAITech","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"CrazyAITech","lang":"en","retweeted":false,"fact_check":null,"id":"1984645346706747549","view_count":1624,"bookmark_count":1,"created_at":1762011298000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@CrazyAITech there is a good reason why i use it inside the IDE but yeah i agree","in_reply_to_user_id_str":"1899832852910624768","in_reply_to_status_id_str":"1984644313788133486","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1727823147045388288","name":"TrevorPillows","screen_name":"TrevorPillowsSa","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"TrevorPillowsSa","lang":"en","retweeted":false,"fact_check":null,"id":"1984648134706774371","view_count":79,"bookmark_count":0,"created_at":1762011962000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@TrevorPillowsSa it's not only bugs... it's design taste, architecture decisions, and other important decisions","in_reply_to_user_id_str":"1727823147045388288","in_reply_to_status_id_str":"1984647392453673433","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":16,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985022450606714899","view_count":36665,"bookmark_count":107,"created_at":1762101206000,"favorite_count":127,"quote_count":1,"reply_count":19,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Proactive agents are going to fundamentally change how we interact with software.\n\nTraditional software and UI/UX are about to get a major upgrade.\n\nProactive agents will eliminate broken interfaces.\n\nWe know really well that the way we interact with computers and devices today is broken (including mobile phones), and I believe we might finally be able to fix that.\n\nProactive agents will carry out an insane amount of work for you, and the way we provide them feedback and assess outputs cannot be supported by current interfaces.\n\nCurrent interfaces limit proactive agents.\n\nWe need to reassess how we interact with software, hardware, and digital information. There is a lot of work to do on the research and engineering front. First-principles thinking will thrive here.\n\nThe change is coming whether you like it or not.\n\nI can't wait for the day when I don't have to waste time looking or chatting for information in a million tabs in my browser.\n\nMost of my work already happens in Claude Code. From writing, to evals, to data analysis, to deep research, all the way to coding entire apps and building new experiences for our communities. Coding agents also scale nicely with parallelizing tasks. But that's touching the surface. I believe it's a glimpse of the future that's coming. A new form factor could emerge, too.\n\nI also like using ChatGPT Pulse daily, which is basically a proactive AI looking for what it thinks I will enjoy reading. Not only that, it is also shaping my health habits and how to improve as a person.\n\nProactive agents will be able to work 24 hours a day (all year round), which means more can get done in shorter timelines, leading to significant boosts in productivity across the board.\n\nI know for many, this will feel like a very optimistic view. I, too, will acknowledge the limitations of LLM-based agents. But I am already building personalized proactive agents for the future, and even with its current limitations, it's already enabling and accelerating my impact through various efforts in open-source, consulting, science, and education. I feel like we have built a good foundation to accelerate how much positive impact we can bring to our customers and communities.\n\nThe most exciting change I am witnessing in my life is the balance that this technology brings. I can finally build relentlessly (with AI assistants), take care of my health (and those of my loved ones), and explore new passions. Proactive agents will only accelerate this further.\n\nLots of changes, socially, economically, culturally, and philosophically, will happen. Still thinking deeply about how this changes the way we accelerate humanity. \n\nFeel free to disagree/agree with me. I would love to genuinely hear how others are thinking of a future with abundant AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"GoogleAIStudio","lang":"en","retweeted":false,"fact_check":null,"id":"1985095499926360108","view_count":1428,"bookmark_count":0,"created_at":1762118623000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985095028612698534","full_text":"@GoogleAIStudio Great addition. Thank you!","in_reply_to_user_id_str":"1742923424056713217","in_reply_to_status_id_str":"1985095028612698534","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,286],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3284645496","name":"Md. Mehedi Hasan Rakib","screen_name":"mehedi_u","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"mehedi_u","lang":"en","retweeted":false,"fact_check":null,"id":"1985028498180710883","view_count":282,"bookmark_count":0,"created_at":1762102648000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Great question. That's why I initially started this note on interfaces. I think that's where a lot of innovation needs to happen. I suspect new form factors or changing fundamentally how we interact with AI/software. On the agency part, I think that's where personalization or true understanding of our individual experiences will come into play. I don't think AI is there today. Lots to think about here, but just sharing quick thoughts.","in_reply_to_user_id_str":"3284645496","in_reply_to_status_id_str":"1985027377013961156","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1985023375563981297","view_count":173,"bookmark_count":0,"created_at":1762101427000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@SrinivasValekar One of the areas I am spending a lot of time on recently. So much we can build here.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1985023080251695430","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"102288215","name":"Swayson","screen_name":"Swayson","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Swayson","lang":"en","retweeted":false,"fact_check":null,"id":"1985024481581023458","view_count":123,"bookmark_count":0,"created_at":1762101691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@Swayson I can admit there were issues early on but this has improved with better interfaces and workflows.","in_reply_to_user_id_str":"102288215","in_reply_to_status_id_str":"1985024027010998610","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,185],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4697265492","name":"Ak afridi","screen_name":"afridi_aka1","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"afridi_aka1","lang":"en","retweeted":false,"fact_check":null,"id":"1985029233710678035","view_count":72,"bookmark_count":0,"created_at":1762102824000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@afridi_aka1 I like the mention of intuity here. So much progress on personalization needs to happen. And I think that's the area that we, as a field, have not been able to crack (yet).","in_reply_to_user_id_str":"4697265492","in_reply_to_status_id_str":"1985028663050375633","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,195],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"346640777","name":"Matt Pocock","screen_name":"mattpocockuk","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mattpocockuk","lang":"en","retweeted":false,"fact_check":null,"id":"1985025447625896143","view_count":2925,"bookmark_count":2,"created_at":1762101921000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984971345839439880","full_text":"@mattpocockuk Windsurf takes the crown for me. Haven't had the need to change it since I installed it. I know their team has worked really hard on the tab to complete, and they keep improving it.","in_reply_to_user_id_str":"346640777","in_reply_to_status_id_str":"1984971345839439880","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":47,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348779193860414","view_count":31167,"bookmark_count":168,"created_at":1762179009000,"favorite_count":150,"quote_count":2,"reply_count":13,"retweet_count":22,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Long-term memory doesn't have to suck!\n\nHere is the problem: even LLMs with 1M token windows struggle substantially as dialogues lengthen.\n\nRaw context capacity alone is insufficient for effective long-term conversational memory.\n\nOn the other hand, hybrid memory approaches work really well on AI agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985358804469284945","view_count":6743,"bookmark_count":10,"created_at":1762181399000,"favorite_count":51,"quote_count":1,"reply_count":7,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985358804469284945","full_text":"Vibe coding is cute, but pair it with intentional development cycles, and watch how far you can take a project with coding agents today.\n\nLearn to code and vibe code. You won't regret it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985353551984427435","view_count":11085,"bookmark_count":75,"created_at":1762180147000,"favorite_count":92,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985353551984427435","full_text":"Cool project showcasing the use of multi-agent systems for scientific research. https://t.co/zTBaYYbrcd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985383441953923221","quoted_status_permalink":{"url":"https://t.co/afIj7eO4Ef","expanded":"https://twitter.com/garrytan/status/1985383441953923221","display":"x.com/garrytan/statu…"},"retweeted":false,"fact_check":null,"id":"1985406276986098174","view_count":22025,"bookmark_count":62,"created_at":1762192718000,"favorite_count":84,"quote_count":1,"reply_count":14,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985406276986098174","full_text":"Mostly agree with this. \n\n\"Write evals\" sounds scary to most people, but it's a stand-out skill for AI agent builders today.\n\nFrom building datasets to verification to understanding how to connect metrics to business value.\n\nEvals are now a requirement in our academy.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348795098673594","view_count":781,"bookmark_count":14,"created_at":1762179013000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"This paper proposes LIGHT, a cognitive-inspired framework that equips LLMs with three complementary memory systems.\n\n(Paper in the last tweet)\n\n- 1) episodic memory - a vector database storing key-value pairs and summaries of dialogue turns for retrieval,\n- 2) working memory - the most recent dialogue pairs, and\n- 3) a scratchpad - an iteratively compressed semantic layer that accumulates salient facts, user instructions, and temporal anchors after each turn.\n\nAt inference time, the LLM generates responses by conditioning on retrieved episodic content, working memory context, and filtered scratchpad entries relevant to the query.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348779193860414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985348807849300249","view_count":2947,"bookmark_count":1,"created_at":1762179016000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Key Results/Insights:\n\nLIGHT consistently outperforms both long-context LLMs and RAG baselines across all conversation lengths, with improvements growing as context increases: +49-60% at 100K-1M tokens, and dramatic +107-156% gains at 10M tokens where no model natively supports full context.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348795098673594","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.27246","expanded_url":"https://arxiv.org/abs/2510.27246","url":"https://t.co/wR2fwdzVoJ","indices":[421,444]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348825197039718","view_count":2942,"bookmark_count":4,"created_at":1762179020000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"The framework shows the largest relative improvements in tasks requiring long-range reasoning: summarization (+160.6%), multi-hop reasoning (+27.2%), and preference following (+76.5%).\n\nAblation studies reveal that all components become increasingly essential as context grows. At 10M tokens, removing any single component causes significant performance drops (retrieval -8.5%, scratchpad -3.7%, noise filtering -8.3%).\n\nhttps://t.co/wR2fwdzVoJ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348807849300249","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"12963432","name":"Armin Ronacher ⇌","screen_name":"mitsuhiko","indices":[0,10]},{"id_str":"1901022787164401666","name":"Amp","screen_name":"AmpCode","indices":[11,19]}]},"favorited":false,"in_reply_to_screen_name":"mitsuhiko","lang":"en","retweeted":false,"fact_check":null,"id":"1985380447614894151","view_count":993,"bookmark_count":0,"created_at":1762186559000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985338965516247395","full_text":"I find this puzzling as well. Like, there are so many ways to use coding agents, and there are even free ones too. \n\nI use coding agents (paid ones) for my side projects, as it also provides a good test bed to gain experience on where to improve my workflows and pushes me to figure out how to ship things faster.","in_reply_to_user_id_str":"12963432","in_reply_to_status_id_str":"1985338965516247395","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":174,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985745152204554720","view_count":18124,"bookmark_count":215,"created_at":1762273512000,"favorite_count":216,"quote_count":3,"reply_count":12,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1985745152204554720","full_text":"Tools-to-Agent Retrieval\n\nThis work presents a unified vector space embedding of both tools and agents with metadata links.\n\nEnables fine-grained tool-level and agent retrieval.\n\nIt's a great context engineering approach in that it retrieves at both the tool and agent levels using a joint index, returning whichever better matches the query.\n\nIt preserves fine-grained tool details while keeping the agent context intact, avoiding the information loss from collapsing many tools into coarse descriptions.\n\nThis is useful for scaling tools and multi-agent systems.\n\nHuge improvements on LiveMCPBench.\n\nPaper: arxiv. org/abs/2511.01854","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747392558481584","view_count":114,"bookmark_count":4,"created_at":1762274046000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747392558481584","full_text":"Context Engineering 2.0\n\nThis reports discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747789796483109","view_count":79242,"bookmark_count":865,"created_at":1762274141000,"favorite_count":744,"quote_count":9,"reply_count":30,"retweet_count":147,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"Context Engineering 2.0\n\nThis report discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities, so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"974757274206978049","name":"cat","screen_name":"_catwu","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"_catwu","lang":"en","retweeted":false,"fact_check":null,"id":"1985763059403473162","view_count":227,"bookmark_count":0,"created_at":1762277781000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985754411675930775","full_text":"@_catwu Nice. Thanks!","in_reply_to_user_id_str":"974757274206978049","in_reply_to_status_id_str":"1985754411675930775","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,61],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1962061010849697792","name":"Min Chon Chi","screen_name":"MinChonChiSF","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"MinChonChiSF","lang":"en","retweeted":false,"fact_check":null,"id":"1985756195013918736","view_count":1692,"bookmark_count":0,"created_at":1762276145000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"@MinChonChiSF Yeah, that's the part I like about this report.","in_reply_to_user_id_str":"1962061010849697792","in_reply_to_status_id_str":"1985755327250260413","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":249,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1986099467914023194","view_count":173591,"bookmark_count":2609,"created_at":1762357987000,"favorite_count":1520,"quote_count":11,"reply_count":55,"retweet_count":233,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"Anthropic just posted another banger guide.\n\nThis one is on building more efficient agents to handle more tools and efficient token usage.\n\nThis is a must-read for AI devs!\n\n(bookmark it)\n\nIt helps with three major issues in AI agent tool calling: token costs, latency, and tool composition.\n\nHow? It combines code executions with MCP, where it turns MCP servers into code APIs rather than direct tool calls.\n\nHere is all you need to know:\n\n1. Token Efficiency Problem: Loading all MCP tool definitions upfront and passing intermediate results through the context window creates massive token overhead, sometimes 150,000+ tokens for complex multi-tool workflows.\n\n2. Code-as-API Approach: Instead of direct tool calls, present MCP servers as code APIs (e.g., TypeScript modules) that agents can import and call programmatically, reducing the example workflow from 150k to 2k tokens (98.7% savings).\n\n3. Progressive Tool Discovery: Use filesystem exploration or search_tools functions to load only the tool definitions needed for the current task, rather than loading everything upfront into context. This solves so many context rot and token overload problems.\n\n4. In-Environment Data Processing: Filter, transform, and aggregate data within the code execution environment before passing results to the model. E.g., filter 10,000 spreadsheet rows down to 5 relevant ones.\n\n5. Better Control Flow: Implement loops, conditionals, and error handling with native code constructs rather than chaining individual tool calls through the agent, reducing latency and token consumption.\n\n6. Privacy: Sensitive data can flow through workflows without entering the model's context; only explicitly logged/returned values are visible, with optional automatic PII tokenization.\n\n7. State Persistence: Agents can save intermediate results to files and resume work later, enabling long-running tasks and incremental progress tracking.\n\n8. Reusable Skills: Agents can save working code as reusable functions (with SKILL .MD documentation), building a library of higher-level capabilities over time.\n\nThis approach is complex and it's not perfect, but it should enhance the efficiency and accuracy of your AI agents across the board.\n\nanthropic. com/engineering/code-execution-with-mcp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[136,146]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986118895108002012","view_count":11456,"bookmark_count":36,"created_at":1762362619000,"favorite_count":44,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Confidence is everything when building great software.\n\nLove how Yansu is approaching this.\n\nYansu is a new AI coding platform built by @isoformai for serious and complex software development.\n\nIt puts scenario simulation before coding.\n\nHere is the sauce: https://t.co/GSPmLAr09r","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1985755284527010167","quoted_status_permalink":{"url":"https://t.co/94DayvkGsO","expanded":"https://twitter.com/cognition/status/1985755284527010167","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1986078529641975809","view_count":10506,"bookmark_count":28,"created_at":1762352995000,"favorite_count":61,"quote_count":0,"reply_count":5,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986078529641975809","full_text":"Code understanding is a huge unlock for devs building with coding agents. \n\nWindsurf Codemaps is an exciting feature and a good example of what effective and automatic context engineering looks like.\n\nThis really has the potential to unleash 10x AI engineers. https://t.co/gRkHxdSMmx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2173922899","name":"Shubham Desale","screen_name":"Shubham_dd","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Shubham_dd","lang":"en","retweeted":false,"fact_check":null,"id":"1986140364860805600","view_count":5139,"bookmark_count":0,"created_at":1762367738000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@Shubham_dd Yeah I think I read that too.","in_reply_to_user_id_str":"2173922899","in_reply_to_status_id_str":"1986137343393472532","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"723459461751418880","name":"Adam Dittrich","screen_name":"AdamDittrichOne","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"AdamDittrichOne","lang":"en","retweeted":false,"fact_check":null,"id":"1986181460055728423","view_count":3585,"bookmark_count":0,"created_at":1762377536000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@AdamDittrichOne I am working on some new material to make all of these context engineering approaches and MCP building more accessible. More soon.","in_reply_to_user_id_str":"723459461751418880","in_reply_to_status_id_str":"1986157072690389145","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/491WwY7","expanded_url":"https://bit.ly/491WwY7","url":"https://t.co/tM2N0plpAc","indices":[250,273]}],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[49,59]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986119200822468838","view_count":3986,"bookmark_count":6,"created_at":1762362692000,"favorite_count":18,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Don't just take my word for it.\n\nWith Yansu, the @isoformai team is already helping mid-market enterprise clients cut time to value by 83%.\n\nIt has saved up to $100,000 per project.\n\nAnd even helped teams recover 3-6 months of revenue.\n\nTry it here: https://t.co/tM2N0plpAc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986119188600197486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":95,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439248745275577","view_count":50988,"bookmark_count":636,"created_at":1762438997000,"favorite_count":429,"quote_count":0,"reply_count":23,"retweet_count":48,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Building MCP tools for LLMs is a standout AI skill today.\n\nI just launched a short, hands-on lab to help everyone build their first MCP server and integrate it with AI tools like ChatGPT and Claude.\n\nAnyone (even non-technical people) will find the lab useful.\n\nWhat you will learn:\n\n- How to index your data into Pinecone (popular vector store)\n- Build an MCP server in n8n on top of the data source\n- Build and connect an agentic search tool that efficiently retrieves data from your Pinecone datasource\n- And connect and test your MCP server and tools inside ChatGPT and Claude\n\nLearn it once and scale it to your projects and any domain.\n\nCertificate of completion available!\n\nFull breakdown, dataset, n8n workflows, and prompts provided in the course. Link in the comments 👇","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986568278605521009","view_count":54689,"bookmark_count":381,"created_at":1762469760000,"favorite_count":391,"quote_count":4,"reply_count":35,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"Claude Code + Bash + Skills is all you need!\n\nJokes aside, after playing around with a couple of computer-using agents, I gave up on them. \n\nThey are heavily optimized for clicking on common buttons and interfaces (e.g., order delivery), but suck at actual creative work like writing, editing, formatting, etc.\n\nI decided to move those workflows to Claude Code + Skills. I wasn't so hopeful because, unlike other tasks, creative tasks benefit from visual cues, hence the strong urge to use computer-using agents. \n\nNight and day! \n\nTurns out Claude Code + bash + Skills is all I needed for the creative work I was trying to get done with computer-use agents for months. \n\nFor some of these creative workflows, it has helped to build small apps to establish visual awareness for both my and CC's context. I guess that's where vibe coding comes into play. \n\nMy Skills use cases continue to grow. I think it has the potential to remain for a very long time. \n\nClaude Code now supports about 80% of all my workflows (from vibe coding to writing to research). And I couldn't be happier and more productive.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEnZB0a","indices":[242,265]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986222200878215332","view_count":14725,"bookmark_count":47,"created_at":1762387249000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"MCP, when used correctly with AI agents, is extremely high-leverage. \n\nTo make MCP more approachable, I just launched our first course on the topic. \n\nAs the name implies, anyone can take and find this short course useful. Check it out here: https://t.co/yMwUEnZB0a","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986099467914023194","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1986222334504558940","view_count":9394,"bookmark_count":8,"created_at":1762387281000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"We are diving deep into MCP in the academy, and we have a huge lineup of content, courses, and tools to learn more advanced MCP design patterns, including the one posted by Anthropic.\n\nWe are just touching the surface of what's possible with MCP and how to leverage it in AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986222200878215332","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1986506193943044222","view_count":4167,"bookmark_count":2,"created_at":1762454958000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1986503927857033453","full_text":"@OfficialLoganK Oh nice! I have cool idea how for how to use this. This is exactly I was looking for today. Video tutorial dropping soon!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1986503927857033453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1986560488164237696","view_count":2413,"bookmark_count":0,"created_at":1762467903000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986503070734557568","full_text":"What a legend! Very fortunate to have crossed paths, even if it lasted a short time. \n\nWhen I think of PyTorch, I think of you.\nThat's how big your impact has been.\n\nI still remember meeting you at the first-ever PyTorch conference and asking for your thoughts on building more educational content around PyTorch. I didn't have the confidence and thought you would see it as a waste of time.\n\nIn fact, you approached me, which was kind of an amazing experience, given that I was just a beginner (foreign PhD student) and had not really gotten into the PyTorch/AI education in depth. That gave me a boost of confidence. \n\nAnd it also told me that PyTorch was a special community. Heck, I even wrote my entire thesis codebase on PyTorch and onboarded 100s of other students to use it, so thank you!\n\nThanks for all the dedication. Very inspiring. \nI am sure you will find something new that continues to keep you on the edge. 👏","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1986503070734557568","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEo08PI","indices":[18,41]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439260736811422","view_count":4097,"bookmark_count":37,"created_at":1762439000000,"favorite_count":22,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Get started here: https://t.co/yMwUEo08PI","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986439248745275577","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1177948663022325760","name":"Seth Hobson","screen_name":"TraderAegis","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"TraderAegis","lang":"en","retweeted":false,"fact_check":null,"id":"1986579464738738609","view_count":792,"bookmark_count":0,"created_at":1762472427000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"@TraderAegis I haven’t had the time to bundle things into plugins yet but will be exploring in the coming days.","in_reply_to_user_id_str":"1177948663022325760","in_reply_to_status_id_str":"1986573040432410957","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,88],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1725136792347688960","name":"Eddie Otudor","screen_name":"eddieabasi","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"eddieabasi","lang":"en","retweeted":false,"fact_check":null,"id":"1986428393169031448","view_count":1407,"bookmark_count":0,"created_at":1762436409000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@eddieabasi I don’t think so. I think it is a case of not engineering enough around MCP.","in_reply_to_user_id_str":"1725136792347688960","in_reply_to_status_id_str":"1986423755154071604","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":50,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986831275144138756","view_count":29348,"bookmark_count":312,"created_at":1762532464000,"favorite_count":327,"quote_count":5,"reply_count":18,"retweet_count":50,"user_id_str":"3448284313","conversation_id_str":"1986831275144138756","full_text":"Unlocking the Power of Multi-Agent LLM for Reasoning\n\nDesigning and optimizing multi-agent systems is important.\n\nThis paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.\n\nThey find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.\n\nThis is something that happens very often and that you might not want in your design.\n\nTo address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.\n\nExperiments show that this framework mitigates the lazy‐agent issue and improves performance.\n\nWhy you should care:\n\n1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.\n\n2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.\n\n3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.\n\n4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.\n\nPaper: arxiv. org/abs/2511.02303","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":251,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987167737639325886","view_count":163112,"bookmark_count":3358,"created_at":1762612683000,"favorite_count":1796,"quote_count":7,"reply_count":39,"retweet_count":251,"user_id_str":"3448284313","conversation_id_str":"1987167737639325886","full_text":"The most effective AI Agents are built on these core ideas.\n\nIt's what powers Claude Code.\n\nIt's referred to as the Claude Agent SDK Loop, which is an agent framework to build all kinds of AI agents.\n\n(bookmark it)\n\nThe loop involves three steps:\n\nGathering Context: Use subagents (parallelize them for task efficiency when possible), compact/maintain context, and leverage agentic/semantic search for retrieving relevant context for the AI agent. Hybrid search approaches work really well for domains like agentic coding.\n\nTaking Action: Leverage tools, prebuilt MCP servers, bash/scripts (Skills have made it a lot easier), and generate code to take action and retrieve important feedback/context for the AI agent. Turns out you can also enhance MCP and token usage through code execution and routing, similar to how LLM routing increases efficiency in AI Agents.\n\nVerifying Output: You can define rules to verify outputs, enable visual feedback (this becomes increasingly important in multimodal problems), and consider LLM-as-a-Judge to verify quality based on fuzzy rules. Some problems will require visual cues and other forms of input to perform well. Don't overcomplicate the workflow (eg, use computer-using agents when a simple Skill with clever scripts will do).\n\nThis is a clean, flexible, and solid framework for how to build and work with AI agents in all kinds of domains.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":197,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987536982776676651","view_count":226184,"bookmark_count":1287,"created_at":1762700718000,"favorite_count":1919,"quote_count":7,"reply_count":78,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"Kimi K2 Thinking is a bigger deal than I thought!\n\nI just ran a quick eval on a deep agent I built for customer support.\n\nIt's on par with GPT-5; no other LLM has reached this level of agentic, orchestration, and reasoning capabilities.\n\nHuge for agentic and reasoning tasks. https://t.co/tW3BYThgPf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/deep-a…","expanded_url":"https://dair-ai.thinkific.com/courses/deep-ai-agents","url":"https://t.co/uJYiLObMGc","indices":[124,147]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987565901407805710","view_count":8641,"bookmark_count":26,"created_at":1762707612000,"favorite_count":34,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I will be sharing more on model comparisons, insights, and results in my upcoming cohort for building effective AI Agents.\n\nhttps://t.co/uJYiLObMGc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987536982776676651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1987567082150547532","view_count":1077,"bookmark_count":1,"created_at":1762707894000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@SrinivasValekar this test was on a customer support agentic system, but i think the agent coding use case will be interesting too. on it","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1987539306987360651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,290],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"246702792","name":"Marko","screen_name":"markojak_","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"markojak_","lang":"en","retweeted":false,"fact_check":null,"id":"1987566536198848969","view_count":2799,"bookmark_count":0,"created_at":1762707764000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I think most of what we teach can be transferred easily into other frameworks. In my experience, when teaching this stuff, the framework shouldn't matter. I try to focus on the framework and systematic approach, as there are so many great frameworks out there. But I am currently working on the AI SDK and will start doing some live build sessions on it soon.","in_reply_to_user_id_str":"246702792","in_reply_to_status_id_str":"1987565408883196229","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1744438366811164673","name":"JK","screen_name":"_junaidkhalid1","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"_junaidkhalid1","lang":"en","retweeted":false,"fact_check":null,"id":"1987566609750253770","view_count":2598,"bookmark_count":1,"created_at":1762707781000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@_junaidkhalid1 evals, evals, evals","in_reply_to_user_id_str":"1744438366811164673","in_reply_to_status_id_str":"1987551740607308248","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823754079761522690","name":"AKHIL","screen_name":"Akhi_l__","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"Akhi_l__","lang":"en","retweeted":false,"fact_check":null,"id":"1987566777082012049","view_count":1107,"bookmark_count":0,"created_at":1762707821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@Akhi_l__ error was from another model","in_reply_to_user_id_str":"1823754079761522690","in_reply_to_status_id_str":"1987564515471630339","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1258411122203308035","name":"🐈qeel🍉","screen_name":"catqeel","indices":[0,8]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}]},"favorited":false,"in_reply_to_screen_name":"catqeel","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987576099325280621","view_count":1761,"bookmark_count":2,"created_at":1762710044000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I was actually doing that today. Not getting the same results, but I am not sure if these are comparable. \n\nI think the ability to perform 200-300 sequential tool calls (without human interference) might be contributing to the great results I am getting. Will dig further in the coming days.","in_reply_to_user_id_str":"1258411122203308035","in_reply_to_status_id_str":"1987573529886527629","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1748708055951568896","name":"devloper harsh","screen_name":"devloper_hs","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"devloper_hs","lang":"en","retweeted":false,"fact_check":null,"id":"1987570639579042125","view_count":1424,"bookmark_count":1,"created_at":1762708742000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@devloper_hs Was using the one from OpenRouter","in_reply_to_user_id_str":"1748708055951568896","in_reply_to_status_id_str":"1987569297192038856","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"10667972","name":"Rhys","screen_name":"RhysSullivan","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"RhysSullivan","lang":"en","retweeted":false,"fact_check":null,"id":"1987567893689839635","view_count":1001,"bookmark_count":0,"created_at":1762708087000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987448208277320003","full_text":"Looks cool. This reminds me of one of my favorite new additions to Claude Code - questions pop up to get clarifications during planning, where I often just select from the multiple choice options. On rare occasions, I need to ask it to do something different. I like the interface a lot.","in_reply_to_user_id_str":"10667972","in_reply_to_status_id_str":"1987448208277320003","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":73,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987900645031252298","view_count":48850,"bookmark_count":324,"created_at":1762787421000,"favorite_count":261,"quote_count":1,"reply_count":28,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"This is a wild use case!\n\nI used Gamma + n8n to automatically generate a complete presentation on AI Agents research.\n\nIn just minutes!\n\nIt combines web search (for research), GPT-5 (narrative), and Gamma (for slide content generation).\n\nFull workflow breakdown below 👇 https://t.co/4J9zM8tpuA","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987536982776676651","quoted_status_permalink":{"url":"https://t.co/QFXmcoq6Z2","expanded":"https://twitter.com/omarsar0/status/1987536982776676651","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987912692099682399","view_count":32080,"bookmark_count":169,"created_at":1762790294000,"favorite_count":330,"quote_count":0,"reply_count":26,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1987912692099682399","full_text":"It turns out that Kimi K2 Thinking is also a beast at deep research. \n\nIt can run 200-300 tool requests for impressive multi-agent capabilities. \n\nWould you like to see a code example of it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1987900645031252298?s=20","url":"https://t.co/NTHpDarleD","indices":[94,117]}],"user_mentions":[{"id_str":"1319250540480598026","name":"Grant Lee","screen_name":"thisisgrantlee","indices":[0,15]},{"id_str":"1142210344678379520","name":"Sarah Wang","screen_name":"sarahdingwang","indices":[16,30]},{"id_str":"64844802","name":"a16z","screen_name":"a16z","indices":[31,36]}]},"favorited":false,"in_reply_to_screen_name":"thisisgrantlee","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1987900645031252298","quoted_status_permalink":{"url":"https://t.co/NTHpDarleD","expanded":"https://x.com/omarsar0/status/1987900645031252298?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987905623204233270","view_count":4174,"bookmark_count":14,"created_at":1762788608000,"favorite_count":22,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987880600661889356","full_text":"@thisisgrantlee @sarahdingwang @a16z Gamma is awesome! Thanks for allowing me to test it out. https://t.co/NTHpDarleD","in_reply_to_user_id_str":"1319250540480598026","in_reply_to_status_id_str":"1987880600661889356","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900657161117831","view_count":1100,"bookmark_count":1,"created_at":1762787424000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"1/ THE PROBLEM:\n\nCreating visual content is time-consuming. Research takes hours. Writing requires deep focus. Design demands specialized skills.\n\nWhat if AI could handle the entire pipeline?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900645031252298","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900669051998301","view_count":1031,"bookmark_count":1,"created_at":1762787427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"2/ THE SOLUTION:\n\nAn n8n workflow that orchestrates Tavily for web research, GPT-5 for storytelling, Gamma for visual generation, and Google Sheets for tracking.\n\nYou provide a topic and audience. The system outputs a LinkedIn-ready carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900657161117831","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900680959611015","view_count":965,"bookmark_count":1,"created_at":1762787430000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"3/ ARCHITECTURE:\n\nThe n8n workflow starts with form input, then searches the web using Tavily, generates a narrative with GPT-5, and creates visuals through the Gamma API.\n\nEach step feeds into the next, creating a seamless pipeline from raw research to a polished presentation.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900669051998301","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900692703666435","view_count":849,"bookmark_count":1,"created_at":1762787433000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"4/ WEB RESEARCH AND NARRATIVE GENERATION\n\nTavily handles the research part.\n\nGPT-5 handles the narrative.\n\nAnd Gamma makes the magic happen -- it creates a professional and polished carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900680959611015","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900704707813453","view_count":782,"bookmark_count":1,"created_at":1762787436000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"5/ VISUAL GENERATION\n\nGamma API takes the narrative and generates a scroll-friendly carousel with engaging headlines, professional design, and relevant imagery using Imagen 4 Pro.\n\nIt specifies 10 cards in social format with custom instructions tailored to your target platform.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900692703666435","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900716623736849","view_count":787,"bookmark_count":1,"created_at":1762787438000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"6/ WORKFLOW BENEFITS:\n\nTime goes from hours to minutes.\n\nQuality remains high with researched content and visual polish. You can also refine everything in the Gamma UI.\n\nPerfect for content creators and technical communicators who need to scale their output.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900704707813453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900728527253601","view_count":3764,"bookmark_count":1,"created_at":1762787441000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"7/ USE CASES:\n\nThis workflow is perfect for daily research summaries, weekly newsletters, community content, marketing materials, and educational content.\n\nIt targets visual learners who consume content efficiently and need professional-looking presentations quickly.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900716623736849","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900740401352832","view_count":6941,"bookmark_count":4,"created_at":1762787444000,"favorite_count":9,"quote_count":0,"reply_count":48,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"8/ GIVEAWAY\n\nI am sharing the full n8n workflow JSON and video walkthrough.\n\nComment Gamma & I’ll DM it to you.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900728527253601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":227,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[253,262]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988236096195776683","view_count":87384,"bookmark_count":758,"created_at":1762867399000,"favorite_count":697,"quote_count":1,"reply_count":45,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"Hey, AI Devs!\n\nDon't sleep on the new Gemini File Search API!\n\nFeels like the easiest way to build agentic RAG systems.\n\nI built a little MCP server to analyze codebases with semantic search (Gemini File Search) & agentic search.\n\nFun chatting with @karpathy's nanochat project. https://t.co/cZfXdL6Us0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1988269255604007275","view_count":130026,"bookmark_count":2021,"created_at":1762875305000,"favorite_count":1472,"quote_count":6,"reply_count":64,"retweet_count":138,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"This simple Claude Code hack has reduced token usage by ~90%.\n\nIt adopts the \"Code Execution with MCP\" concept published by Anthropic.\n\nRemove preloaded MCP tools from context and use Python to execute tools via bash instead.\n\nBTW, this can be optimized much further.\n\nInsane! https://t.co/17j2dN6oor","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276885722460207","view_count":13185,"bookmark_count":77,"created_at":1762877124000,"favorite_count":95,"quote_count":0,"reply_count":9,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"ElevenLabs just released Scribe v2 Realtime — their fastest, most accurate real-time Speech-to-Text model.\n\nUltra-low latency, streaming support, and 90 languages.\n\nI use their API, and believe this is huge for building live voice agents and personal AI assistants.\n\nMore below: https://t.co/VLKsSQgF7U","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,121],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[87,102]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988237435671556505","view_count":3771,"bookmark_count":4,"created_at":1762867718000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy The best part is that at this moment, you only pay for indexing. \n\nThanks to @OfficialLoganK and team for this. https://t.co/bW7XahaEzU","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988236096195776683","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988270477005967417","view_count":11052,"bookmark_count":8,"created_at":1762875596000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"For this test, I used a prebuilt py script, but ultimately, what I want is for the agent (in this case, Claude Code) to generate whatever code it needs to execute the right sequence of tools. The best part is that we avoid context bloat. It keeps CC more focused on what matters.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988271135054536967","view_count":11340,"bookmark_count":6,"created_at":1762875753000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"I also tested with a setup where the MCP server runs in another agent environment, like Gemini CLI or Codex. \n\nAgain, it keeps Claude Code (the main coding agent I use) more focused and offloads MCP-related tasks to Codex via Bash. The bad part is that Codex can be too verbose (ie, thinking) and that takes up the context window in CC.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988270477005967417","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988238506070581265","view_count":4124,"bookmark_count":6,"created_at":1762867974000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK I also like the logs view in Google AI Studio. I show it towards the end of the clip. \n\nIt gives me a good understanding of what happened on each request. \n\nWorking on something to let folks try it out. https://t.co/KjFspmemsD","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988237435671556505","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988239178165879189","view_count":3929,"bookmark_count":3,"created_at":1762868134000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK As for the agent orchestration that's powering the MCP server, I am using the AI SDK v6 for the agentic loop. \n\nIt allows both semantic search via Gemini's File Search and keyword search over files. \n\nI am finding that having both forms of search makes it more robust.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988238506070581265","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,148],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988242251894444146","view_count":5730,"bookmark_count":2,"created_at":1762868867000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK The inspiration behind the MCP server is that I want to be able to use it everywhere -- Claude, ChatGPT, Claude Code, etc.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988239178165879189","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,306],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988244779029692491","view_count":6160,"bookmark_count":7,"created_at":1762869469000,"favorite_count":9,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"It's crazy to me how tedious it can be to build a RAG system today.\n\nAll the setup required for it is insane.\n\nThis File Search API simplifies everything. Now I can focus on the agent harness and context engineering that takes a bit of time to get right, but is important for user experience.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988242251894444146","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988250127635521667","view_count":955,"bookmark_count":0,"created_at":1762870744000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy In my todo already. :)","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988249861406498994","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988261355762139157","view_count":803,"bookmark_count":1,"created_at":1762873421000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy I will share more on this soon. The MCP stuff was just an easy way to showcase the File Search API at work, but there are actually many new implementation details I have baked into the MCP component.","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988260490057830774","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,299],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70540032","name":"Ilyas Iqbal","screen_name":"ilyasiqbal","indices":[0,11]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[12,21]}]},"favorited":false,"in_reply_to_screen_name":"ilyasiqbal","lang":"en","retweeted":false,"fact_check":null,"id":"1988241656420639194","view_count":604,"bookmark_count":0,"created_at":1762868725000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@ilyasiqbal @karpathy For now, it's super basic. Just a system prompt to encourage using both semantic search + keyword search over codebases. I am interested in exploring where one is better than the other and when both are helpful. So far, for larger codebases, it's great to have semantic search.","in_reply_to_user_id_str":"70540032","in_reply_to_status_id_str":"1988237339240362466","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1767299461561122816","name":"Hashgraph Online DAO","screen_name":"HashgraphOnline","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"HashgraphOnline","lang":"en","retweeted":false,"fact_check":null,"id":"1988241100964851974","view_count":598,"bookmark_count":0,"created_at":1762868592000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@HashgraphOnline @karpathy It works great on large codebases. More efficient than regular keyword/grep search. For now, I am using simple similarity metrics, but this can be tuned further.\n\nI combine both semantic + keyword search. It's working great so far. More testing is required.","in_reply_to_user_id_str":"1767299461561122816","in_reply_to_status_id_str":"1988239673718698142","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2185373790","name":"El Controlador de Obra","screen_name":"control_de_obra","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"control_de_obra","lang":"en","retweeted":false,"fact_check":null,"id":"1988250265053466986","view_count":401,"bookmark_count":0,"created_at":1762870777000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@control_de_obra @karpathy Too complicated.","in_reply_to_user_id_str":"2185373790","in_reply_to_status_id_str":"1988248797508497876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/app/speech-to-…","expanded_url":"https://elevenlabs.io/app/speech-to-text","url":"https://t.co/pZvBD99yGQ","indices":[100,123]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276960083263894","view_count":2286,"bookmark_count":6,"created_at":1762877142000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Enterprise-ready out of the box:\n\n✓ SOC 2, PCI, HIPAA compliant\n✓ EU data residency\n\nTry it today → https://t.co/pZvBD99yGQ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276947353530395","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276904332570974","view_count":255,"bookmark_count":2,"created_at":1762877129000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Real-time performance that actually works:\n\n• Partial transcriptions in milliseconds\n• Stream audio chunks\n• Multiple formats: PCM (8-48kHz) + µ-law\n• WER of 5-10% in English and major EU languages\n\nEarly tests show it outperforms Deepgram and AssemblyAI. https://t.co/erT6Wl60II","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276885722460207","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276916772892725","view_count":388,"bookmark_count":0,"created_at":1762877132000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Scribe v2 Realtime is designed for builders:\n\n• Voice Activity Detection for automatic speech segmentation\n• Manual commit control for full transcript precision\n• Speaker diarization via manual commit (auto diarization coming)\n• Stream as you capture — no buffering delays","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276904332570974","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276928651088191","view_count":411,"bookmark_count":2,"created_at":1762877134000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Why this matters for AI agents:\n\nReal-time STT is the bottleneck in conversational AI. Most models optimize for accuracy OR speed.\n\nScribe v2 Realtime achieves low latency, high accuracy, and cost-efficient inference.\n\nPerfect for live agents, call centers, and meeting assistants.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276916772892725","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,227],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/docs/capabilit…","expanded_url":"https://elevenlabs.io/docs/capabilities/speech-to-text","url":"https://t.co/6adJhOQsmm","indices":[204,227]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276947353530395","view_count":3623,"bookmark_count":3,"created_at":1762877139000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Currently in alpha and available via API (scribe_v2_realtime).\n\nIf you're building voice-driven AI apps, this is the model to test.\n\nIntegration into ElevenLabs Agents is coming soon.\n\nDocs + API access: https://t.co/6adJhOQsmm https://t.co/9E28h9leZK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276928651088191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/ai-age…","expanded_url":"https://dair-ai.thinkific.com/courses/ai-agents-workshops","url":"https://t.co/64C8UmZq7j","indices":[206,229]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988271772328755464","view_count":12579,"bookmark_count":19,"created_at":1762875905000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"Will share more of my findings as I keep experimenting and finding more optimal setups with my coding agents. \n\nI am also sharing more details of these findings in my live workshops for my academy members: https://t.co/64C8UmZq7j\n\nStay tuned!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271135054536967","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276682931720593","view_count":9946,"bookmark_count":10,"created_at":1762877076000,"favorite_count":19,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"BTW, something you may have noticed from my timeline recently is an increase in experiments and tools I am able to build.\n\nThis is months of tuning Claude Code with proper Skills, subagents, and MCP tools that help with optimizing workflows, code understanding, and code execution.\n\nAnd I feel like this is just touching the surface. Claude Code finally feels like a truly intelligent coding assistant.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271772328755464","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600322117714722816","name":"Jason Byteforge","screen_name":"jmazzahacks","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"jmazzahacks","lang":"en","retweeted":false,"fact_check":null,"id":"1988335256001540306","view_count":3784,"bookmark_count":0,"created_at":1762891041000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@jmazzahacks Sure you can build MCP servers like that. But the point here is that you don’t preload MCP tools to the client which in this case is Claude Code. This saves a lot on token usage.","in_reply_to_user_id_str":"1600322117714722816","in_reply_to_status_id_str":"1988334402523570658","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1988330118474068186","view_count":568,"bookmark_count":0,"created_at":1762889816000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988324110762734054","full_text":"@realmadhuguru 💯 so much opportunity here. I think the same applies to research. It’s about asking good research questions.","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1988324110762734054","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,92],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtu.be/-nbHJzLpt18","expanded_url":"https://youtu.be/-nbHJzLpt18","url":"https://t.co/DpFM0NM2JS","indices":[69,92]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988256041184670091","view_count":5558,"bookmark_count":12,"created_at":1762872154000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"If you haven't received it, find the full video + n8n workflow here: https://t.co/DpFM0NM2JS","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900740401352832","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":101,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,283],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988304740460183739","quoted_status_permalink":{"url":"https://t.co/yXa38AGq7h","expanded":"https://twitter.com/RickLamers/status/1988304740460183739","display":"x.com/RickLamers/sta…"},"retweeted":false,"fact_check":null,"id":"1988610595793612894","view_count":24771,"bookmark_count":124,"created_at":1762956687000,"favorite_count":152,"quote_count":1,"reply_count":6,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1988610595793612894","full_text":"I use Claude Code + Skills to optimize my MCP tool prompts.\n\nClaude Code is great at optimizing with the right context, tools, logs, filesystem,...\n\nStarting to think there'll be no need for fancy algos, they just get generated on the fly, powered by code generation & execution.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988606978541920307","view_count":40692,"bookmark_count":327,"created_at":1762955824000,"favorite_count":435,"quote_count":4,"reply_count":29,"retweet_count":76,"user_id_str":"3448284313","conversation_id_str":"1988606978541920307","full_text":"We are just scratching the surface of using AI for major discoveries.\n\nAnd no, LLMs are not dead.\n\nAlphaResearch tackles a fundamental challenge: can LLMs discover truly novel algorithms that push beyond existing human knowledge?\n\nPrevious approaches like AlphaEvolve rely solely on code execution (technically correct but potentially uninteresting solutions), while pure idea-generation systems produce creative concepts that may be computationally infeasible.\n\nAlphaResearch solves this by combining execution-based verification with a reward model (AlphaResearch-RM-7B) trained on 24K ICLR peer-review records, creating a \"dual research environment\" that ensures both feasibility and innovation.\n\nOn the circle-packing problem, it discovered an algorithm achieving 2.939 total radii (n=32), surpassing the best human solution (2.936) and AlphaEvolve (2.937).\n\nIt might not look like a big deal, but this demonstrates the potential of LLMs that can autonomously produce genuinely novel, state-of-the-art algorithms.\n\nThis is significant because it shows AI can actively advance the frontiers of human research, not just reproduce existing knowledge.\n\narxiv. org/abs/2511.08522","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988626951011971521","view_count":7368,"bookmark_count":5,"created_at":1762960586000,"favorite_count":51,"quote_count":1,"reply_count":9,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1988626951011971521","full_text":"The best part I like about Claude Code today is this.\n\nI don't have to wait for fancy new features.\n\nIn its current state, it already allows me to build whatever I want. Hope this essence is kept.\n\nResearch, optimization, evals, writing, coding, and the list goes on and on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1681349314797240320","name":"OpenRouter","screen_name":"OpenRouterAI","indices":[0,13]},{"id_str":"1449556875213684740","name":"Apple Lamps","screen_name":"lamps_apple","indices":[14,26]}]},"favorited":false,"in_reply_to_screen_name":"OpenRouterAI","lang":"en","retweeted":false,"fact_check":null,"id":"1988611415347957782","view_count":79,"bookmark_count":1,"created_at":1762956882000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988609657758490908","full_text":"@OpenRouterAI @lamps_apple that's fire!","in_reply_to_user_id_str":"1681349314797240320","in_reply_to_status_id_str":"1988609657758490908","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988614109605044614","view_count":5481,"bookmark_count":6,"created_at":1762957525000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"People were asking how the diagram was created. It's a mermaid sequence diagram, which either Windsurf or Claude Code can generate the first draft. Labels are a bit tricky for LLMs, but you can manually revise and tune them. It's not perfect, but these can take a bit of time if you try creating them from scratch.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"473037001","name":"David Stevens","screen_name":"stevewdavens","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"stevewdavens","lang":"en","retweeted":false,"fact_check":null,"id":"1988647295345463371","view_count":1286,"bookmark_count":0,"created_at":1762965437000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@stevewdavens Full-time CLI user now. :)","in_reply_to_user_id_str":"473037001","in_reply_to_status_id_str":"1988645638092083647","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980333288951803905","name":"John Krakov","screen_name":"JohnKrakbtc","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JohnKrakbtc","lang":"en","retweeted":false,"fact_check":null,"id":"1988610925193294336","view_count":1336,"bookmark_count":0,"created_at":1762956765000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@JohnKrakbtc Just started to play around with the idea. Will be sharing any findings around these other issues.","in_reply_to_user_id_str":"1980333288951803905","in_reply_to_status_id_str":"1988608860324823494","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1191207924","name":"Erik Bernhardsson","screen_name":"bernhardsson","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"bernhardsson","lang":"en","retweeted":false,"fact_check":null,"id":"1988663775403340187","view_count":518,"bookmark_count":0,"created_at":1762969366000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988647374605131837","full_text":"@bernhardsson Lots of ways to innovate in this space.","in_reply_to_user_id_str":"1191207924","in_reply_to_status_id_str":"1988647374605131837","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"911297187664949248","name":"Jeff Dean","screen_name":"JeffDean","indices":[0,9]},{"id_str":"796092645193846784","name":"Waymo","screen_name":"Waymo","indices":[10,16]}]},"favorited":false,"in_reply_to_screen_name":"JeffDean","lang":"en","retweeted":false,"fact_check":null,"id":"1988691441414205622","view_count":1137,"bookmark_count":0,"created_at":1762975962000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988674389773357077","full_text":"@JeffDean @Waymo That awesome!","in_reply_to_user_id_str":"911297187664949248","in_reply_to_status_id_str":"1988674389773357077","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1571915464854409216","name":"Eden Yav","screen_name":"yavnun","indices":[0,7]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[8,17]}]},"favorited":false,"in_reply_to_screen_name":"yavnun","lang":"en","retweeted":false,"fact_check":null,"id":"1988665646280999132","view_count":66,"bookmark_count":0,"created_at":1762969812000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@yavnun @karpathy I am just leveraging Gemini for the Gemini File Search stuff. I built the agentic part with AI SDK so I can use any of the models they support.","in_reply_to_user_id_str":"1571915464854409216","in_reply_to_status_id_str":"1988664712264048915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":135,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[0,264],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988974710592516454","view_count":53372,"bookmark_count":410,"created_at":1763043499000,"favorite_count":553,"quote_count":3,"reply_count":26,"retweet_count":55,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"Kimi K2 Thinking is impressive.\n\nSo I built a multi-agent deep researcher, Kimi Deep Researcher.\n\nIt generates long research reports on any topic, powered by subagents (web searcher, analyzer, and synthesizer).\n\nIt can do 100s of tool calls per session. Repo soon! https://t.co/A8dDswq77M","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989075862793449566","view_count":1186,"bookmark_count":24,"created_at":1763067615000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989075862793449566","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989081828678893837","view_count":41095,"bookmark_count":919,"created_at":1763069037000,"favorite_count":529,"quote_count":1,"reply_count":13,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989081828678893837","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\n(bookmark it)\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980945337327255552","name":"Tammy Sun","screen_name":"sun_tammy2025","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"sun_tammy2025","lang":"en","retweeted":false,"fact_check":null,"id":"1988986995301826826","view_count":306,"bookmark_count":0,"created_at":1763046427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@sun_tammy2025 Yes, I am working on a few more tests and cleaning up the code a bit. It's basically built on the idea of deep agents (orchestrator + subagents) like Claude Code, but for deep research.","in_reply_to_user_id_str":"1980945337327255552","in_reply_to_status_id_str":"1988986160987927036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"463176938","name":"John Baker","screen_name":"select_asterisk","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"select_asterisk","lang":"en","retweeted":false,"fact_check":null,"id":"1989029229833367851","view_count":214,"bookmark_count":0,"created_at":1763056497000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@select_asterisk it's leveraging openrouter but i will be testing what's possible on local","in_reply_to_user_id_str":"463176938","in_reply_to_status_id_str":"1989008096019247414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1371117855626956809","name":"Tim Smykov","screen_name":"timsmykov","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"timsmykov","lang":"en","retweeted":false,"fact_check":null,"id":"1988986064309018723","view_count":383,"bookmark_count":0,"created_at":1763046205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"It can support a bigger number of sequential tool calls which makes it ideal for long form generation like the deep research use case. I am barely scratching the surface with the current project. I feel like I can push this in many directions to improve research and report writing.","in_reply_to_user_id_str":"1371117855626956809","in_reply_to_status_id_str":"1988984255922467291","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989064442097856560","view_count":1825,"bookmark_count":0,"created_at":1763064892000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"For clarity, this whole project is built from scratch (i.e., no agent framework). I am using OpenRouter for access to the model. I haven't tested a local setup but it should be easy to get it to work like that.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988974710592516454","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,24],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54059018","name":"Xaumre","screen_name":"xaumre","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xaumre","lang":"en","retweeted":false,"fact_check":null,"id":"1989048053706494332","view_count":112,"bookmark_count":0,"created_at":1763060985000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@xaumre All from scratch","in_reply_to_user_id_str":"54059018","in_reply_to_status_id_str":"1989046485850186041","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"59803156","name":"Mehreen Omer","screen_name":"mehreen_omer","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mehreen_omer","lang":"en","retweeted":false,"fact_check":null,"id":"1988974390105825329","view_count":595,"bookmark_count":0,"created_at":1763043422000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@mehreen_omer Depends on the set up you are using. I can use either sub-agents, skills, or commands in Claude Code for control.","in_reply_to_user_id_str":"59803156","in_reply_to_status_id_str":"1988962094725886204","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":205,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989350215175020682","view_count":60601,"bookmark_count":470,"created_at":1763133026000,"favorite_count":367,"quote_count":2,"reply_count":28,"retweet_count":26,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Finally solved my newsletter overload.\n\nI built my own Pulse feature for Claude Code.\n\nIt's a little / command that connects to a proactive agent (built with Claude Agent SDK) that works 24/7 to find breaking AI research.\n\nBetter than any newsletter and even my For You tab. https://t.co/abal4Q20Ms","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989368259817439576","view_count":35923,"bookmark_count":576,"created_at":1763137328000,"favorite_count":572,"quote_count":4,"reply_count":28,"retweet_count":119,"user_id_str":"3448284313","conversation_id_str":"1989368259817439576","full_text":"Efficient Self-Improving Agent Systems\n\nAgentEvolver lets AI agents improve themselves instead of requiring manual prompt tuning.\n\nThey use three core mechanisms: self-questioning, self-navigating, and self-attributing.\n\nAgents evaluate their own work, spot failures, and write better instructions for themselves.\n\nThis leads to a self-improvement loop capable of running without human oversight.\n\nShows better performance across benchmarks with less manual work.\n\nThis could change how we build production AI systems; agents that actually adapt on their own.\n\nAgentEvolver introduces a paradigm shift in how we build AI agents: instead of manually tuning prompts and instructions, the system enables agents to autonomously refine themselves through iterative self-assessment loops.\n\nThe framework works by having agents evaluate their own performance on tasks, identify where they failed or underperformed, and then generate improved behavioral instructions for the next iteration.\n\nThis creates a continuous evolution cycle where feedback from task execution directly enhances decision-making strategies without human intervention.\n\nThe results are impressive.\n\nAgents using this approach show measurable performance gains across diverse benchmarks compared to static configurations, all while reducing the overhead of constant manual optimization.\n\nIt's a promising step toward truly adaptive AI systems that can evolve their capabilities autonomously, transforming how we develop and deploy production agents.\n\nPaper: arxiv. org/abs/2511.10395","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989412054281982254","view_count":56499,"bookmark_count":551,"created_at":1763147769000,"favorite_count":639,"quote_count":3,"reply_count":26,"retweet_count":56,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Kimi Deep Research keeps getting better!\n\nI've been tuning it with one of my Claude Code skills. \n\nThe quality of the deep research reports Kimi K2 Thinking can generate is insane!\n\nJust look at the clip example.\n\nMore things to tune, but this is crazy good already. https://t.co/AZSpNoh905","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[31,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"50090898","name":"Google for Developers","screen_name":"googledevs","indices":[0,11]},{"id_str":"3167734591","name":"Visual Studio Code","screen_name":"code","indices":[12,17]},{"id_str":"923010104479252480","name":"Colaboratory","screen_name":"GoogleColab","indices":[18,30]}]},"favorited":false,"in_reply_to_screen_name":"googledevs","lang":"qme","retweeted":false,"fact_check":null,"id":"1989309219011531146","view_count":773,"bookmark_count":0,"created_at":1763123252000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989033099737407820","full_text":"@googledevs @code @GoogleColab 🚀","in_reply_to_user_id_str":"50090898","in_reply_to_status_id_str":"1989033099737407820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,30],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"601736770","name":"Aurimas Griciūnas","screen_name":"Aurimas_Gr","indices":[0,11]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}]},"favorited":false,"in_reply_to_screen_name":"Aurimas_Gr","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989442337391464687","view_count":412,"bookmark_count":1,"created_at":1763154989000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988972296262869238","full_text":"@Aurimas_Gr Important context: https://t.co/IiRieq0QSn","in_reply_to_user_id_str":"601736770","in_reply_to_status_id_str":"1988972296262869238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989415125678522788","view_count":3123,"bookmark_count":2,"created_at":1763148502000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There is a ton of good info in that generated report.\n\nHonestly, I had no expectations when I started to build this project from scratch. But I did have a bit of hope given the sequential tool calling capabilities of Kimi K2 Thinking.\n\nIt really unlocks advanced applications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989412054281982254","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[74,97]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989416139034956272","view_count":6052,"bookmark_count":8,"created_at":1763148743000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"You can see an example of reports generated by the previous version here: https://t.co/TByHsEEn3w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989415125678522788","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989417433245925645","view_count":7117,"bookmark_count":9,"created_at":1763149052000,"favorite_count":17,"quote_count":1,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Sidenote: I am just amazed by how effective Claude Code, in combination with skills, is at optimizing agentic workflows. It depends on the context, so give it the right logs and test scripts with bash and ask away. I am optimizing all my agents this way now. No more fancy tools, just decent code execution and clear specifications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989416139034956272","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989423185201160205","view_count":8989,"bookmark_count":2,"created_at":1763150423000,"favorite_count":11,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"As I was working with Claude Code to optimize this, it analyzed the last report generated, and it was super impressed with the length and quality. Its grade was A+, but obviously, it got too enthusiastic about it. The thing is, it has the logs/previous reports, and it can use them to compare and align with what I want.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989417433245925645","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1815114135325286400","name":"Envolate Industries","screen_name":"envolate","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"envolate","lang":"en","retweeted":false,"fact_check":null,"id":"1989413925373579486","view_count":846,"bookmark_count":0,"created_at":1763148215000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@envolate That's the vision here! :)","in_reply_to_user_id_str":"1815114135325286400","in_reply_to_status_id_str":"1989413448678265273","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1989417433245925645?s=20","url":"https://t.co/0Cp33Kkk5q","indices":[39,62]}],"user_mentions":[{"id_str":"3421446634","name":"Someguy","screen_name":"s0meguy1","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"s0meguy1","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1989417433245925645","quoted_status_permalink":{"url":"https://t.co/0Cp33Kkk5q","expanded":"https://x.com/omarsar0/status/1989417433245925645?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989417631137603664","view_count":576,"bookmark_count":2,"created_at":1763149099000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@s0meguy1 Just commented on that here: https://t.co/0Cp33Kkk5q","in_reply_to_user_id_str":"3421446634","in_reply_to_status_id_str":"1989416735301407166","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,244],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[221,244]}],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989413812852892008","view_count":854,"bookmark_count":4,"created_at":1763148189000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@theideogenesis It's based on an orchestrator + subagent framework I built from scratch. \n\nBut it's possible because of the sequential tool calling capabilities of Kimi K2 Thinking.\n\nI think people are sleeping on this.\n\nhttps://t.co/TByHsEEn3w","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1989412777640038523","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1989417949615321412","view_count":510,"bookmark_count":1,"created_at":1763149175000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@iamrobotbear work hard on it. lots of stuff happening in parallel but i will be sharing here once it's ready","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1989417654357299343","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"704057981952983044","name":"Margot Barault","screen_name":"MargotBarault","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"MargotBarault","lang":"en","retweeted":false,"fact_check":null,"id":"1989419846422196419","view_count":371,"bookmark_count":0,"created_at":1763149627000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@MargotBarault It's time to build! :)","in_reply_to_user_id_str":"704057981952983044","in_reply_to_status_id_str":"1989419644558741673","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1729788380152811520","name":"Orks AI","screen_name":"OrcsSandHive","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"OrcsSandHive","lang":"en","retweeted":false,"fact_check":null,"id":"1989442544351182939","view_count":280,"bookmark_count":0,"created_at":1763155039000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@OrcsSandHive what feels limited?","in_reply_to_user_id_str":"1729788380152811520","in_reply_to_status_id_str":"1989442329363587357","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823912294814007296","name":"JDizzy of course","screen_name":"the_real_jdizzy","indices":[0,16]},{"id_str":"889050642903293953","name":"DAIR.AI","screen_name":"dair_ai","indices":[17,25]}]},"favorited":false,"in_reply_to_screen_name":"the_real_jdizzy","lang":"en","retweeted":false,"fact_check":null,"id":"1989420334974734696","view_count":295,"bookmark_count":0,"created_at":1763149744000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@the_real_jdizzy @dair_ai Definitely good for being cheaper and faster, but to declare SOTA, I would have to run proper benchmarking. I am qualifying based on all these deep research solutions I have used, and I would rank the outputs in the top 3 as is. It's hard to get deep research results.","in_reply_to_user_id_str":"1823912294814007296","in_reply_to_status_id_str":"1989418835334894035","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989350228366155787","view_count":2914,"bookmark_count":5,"created_at":1763133029000,"favorite_count":16,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"It's blazing fast! The / command talks to my agent for already-generated reports.\n\nIt is fully customizable via endpoints.\n\nI can add and tune my preferences based on feedback.\n\nIt adapts to my evolving interests with its agentic capabilities.\n\nProactive agents are the future!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989352006885240898","view_count":2875,"bookmark_count":14,"created_at":1763133453000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"This is literally what my / command contains. \n\nThe real magic happens in that server that's powered by proactive agents (built with Claude Agent SDK).\n\nIt has memory, schedules to find new and relevant research, and saves them so that I can access them via /pulse. https://t.co/qybpn1vYJN","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350228366155787","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353046808396055","view_count":2943,"bookmark_count":2,"created_at":1763133701000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Just asking Claude Code to search/fetch papers from the web doesn't work. \n\nI built that little server because it tracks my new interests, preferences, and so on. It's running 24/7.\n\nAnd it's highly specialized to pull gems. \n\nIt's a great use case for the Claude Agent SDK.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989352006885240898","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353667137581431","view_count":3497,"bookmark_count":1,"created_at":1763133849000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I tried ChatGPT Pulse for months, and it doesn't work the way I want it.\n\nI think for these new AI experiences, personalization is key. Not sure ChatGPT is built for that now.\n\nAnd personalization has to be intuitive and seamless. I prefer what've built here. More updates soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353046808396055","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989356800869806359","view_count":4129,"bookmark_count":1,"created_at":1763134596000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I am fascinated by the new experiences that will emerge from all these new AI tools. \n\nI think the exploration space here is huge. \n\nI use the browser less now. 90%+ of my work now happens in the terminal.\n\nIf you can vibe code properly, you will be unstoppable.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353667137581431","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989362940244574426","view_count":6203,"bookmark_count":9,"created_at":1763136060000,"favorite_count":17,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"The curation capabilities of the agent are insanely good. \n\nCrazy because it can be optimized further.\n\nLike, I would probably never find these research papers/reports myself. \n\nThis is extremely exciting for me as a researcher. https://t.co/AENO8Tm3mZ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989356800869806359","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989375641699938523","view_count":4160,"bookmark_count":5,"created_at":1763139088000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"One lesson I have learned from building these personal projects is that today's AI models are so powerful to the point where you can reverse engineer any functionality these big LLM players are pushing out. This will only keep getting easier. I am going all in on building my own tools.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989362940244574426","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1989420978234171867","view_count":796,"bookmark_count":1,"created_at":1763149897000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@trq212 I figured there are many ways to do this, so I am playing around with the idea a bit more to see how I might share it for others to try. Concept is super green still. :)\n\nI saw your proactive agent post, and it inspired my curiosity.","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1989418623400907098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3005395139","name":"Mantas","screen_name":"stnkvcs","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"stnkvcs","lang":"en","retweeted":false,"fact_check":null,"id":"1989387137385410703","view_count":615,"bookmark_count":0,"created_at":1763141829000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Great question. I have been trying different schedules that optimize results, like every hour or something like that. I am actually using haiku-4.5 for this, so I can save on API calls. Indeed, the more it's used, the more expensive it can get. I have been doing a bit of context engineering to make it less costly than it currently is.","in_reply_to_user_id_str":"3005395139","in_reply_to_status_id_str":"1989383819150139818","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"80782442","name":"Senthil","screen_name":"vmsenthilkumar","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"vmsenthilkumar","lang":"en","retweeted":false,"fact_check":null,"id":"1989368050060292421","view_count":70,"bookmark_count":0,"created_at":1763137278000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@vmsenthilkumar I built a little external server with the core functionalities needed for the personalization.","in_reply_to_user_id_str":"80782442","in_reply_to_status_id_str":"1989364786732367914","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":82,"startTime":1763164800000,"endTime":1763251200000,"tweets":[{"bookmarked":false,"display_text_range":[0,180],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689354789556479","view_count":83362,"bookmark_count":1225,"created_at":1763213883000,"favorite_count":688,"quote_count":4,"reply_count":16,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"Another banger by Google!\n\nIt's a new technical guide on how to deploy, scale, and productionize AI Agents.\n\n(bookmark it)\n\nLove the emphasis of CI/CD and the Agent2Agent protocol. https://t.co/ubU9xlQPLJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"kaggle.com/whitepaper-pro…","expanded_url":"https://www.kaggle.com/whitepaper-prototype-to-production","url":"https://t.co/8xnZzIAOy8","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689367108149595","view_count":8239,"bookmark_count":88,"created_at":1763213886000,"favorite_count":39,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"https://t.co/8xnZzIAOy8","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989689354789556479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,81],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1989493287498256456","view_count":274,"bookmark_count":0,"created_at":1763167137000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@SrinivasValekar I have other plans at the moment but this is really early still.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1989488207671796086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[105,128]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989812809312735291","view_count":4367,"bookmark_count":18,"created_at":1763243317000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Due to popular demand, I will be showcasing some of these workflows in my new Claude Code live training: https://t.co/ZDTOIyJ950\n\nWhether you are technical or non-technical, there are so many ways you can leverage Claude Code. \n\nSeats are limited!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[159,182]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989813668272574614","view_count":4453,"bookmark_count":13,"created_at":1763243522000,"favorite_count":7,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There were some really good questions on how I leveraged Claude Code to build out this project. I will be discussing that in detail in my new live training: \n\nhttps://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989423185201160205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]},{"label":"2025-11-18","value":90,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990420550808735838","view_count":742,"bookmark_count":1,"created_at":1763388214000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990420550808735838","full_text":"\"Time to build\" will make so much more sense to more people in the coming weeks than it has in prior weeks.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441561637957797","view_count":56795,"bookmark_count":461,"created_at":1763393223000,"favorite_count":406,"quote_count":3,"reply_count":17,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Introducing Claude Code for Everyone!\n\nEveryone should learn to use coding agents.\n\nIt doesn't matter if you are technical or non-technical.\n\nIf you are not using tools like Claude Code, you are missing out on some of the best tools and experience AI agents have to offer. https://t.co/CD7QeCwoqn","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990512531132350847","view_count":14498,"bookmark_count":145,"created_at":1763410144000,"favorite_count":146,"quote_count":2,"reply_count":12,"retweet_count":24,"user_id_str":"3448284313","conversation_id_str":"1990512531132350847","full_text":"With the right agent design pattern, you can build insane applications today.\n\nSciAgent is a multi-agent framework for tackling complex scientific reasoning across physics, chemistry, and math.\n\n(bookmark it)\n\nInstead of relying on a single monolithic model, it orchestrates specialized agents that each handle different aspects of problem-solving.\n\nThe system decomposes hard problems into manageable subtasks: analysis, domain-specific reasoning, verification, and cross-domain integration.\n\nIt was benchmarked on olympiad-level problems (International Physics & Chemistry Olympiads) and outperforms single-model baselines.\n\nThe key insight: agent composition beats end-to-end learning for specialized domains.\n\nThis architecture pattern shows how to build systems that generalize across multiple scientific disciplines.\n\nPaper: arxiv. org/abs/2511.08151","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2511.11287","expanded_url":"https://arxiv.org/abs/2511.11287","url":"https://t.co/JSv5BoBFoJ","indices":[1087,1110]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990532662881313096","view_count":13908,"bookmark_count":150,"created_at":1763414943000,"favorite_count":175,"quote_count":1,"reply_count":14,"retweet_count":36,"user_id_str":"3448284313","conversation_id_str":"1990532662881313096","full_text":"The web is broken for AI agents.\n\nNot because agents aren't smart enough.\n\nIt's because the web wasn't designed for them.\n\nEvery interaction is a puzzle. Parse raw HTML. Reverse-engineer buttons. Guess what's clickable.\n\nThis makes agents brittle, inefficient, and insecure.\n\nThis new research paper introduces VOIX, a framework where websites tell agents exactly what they can do.\n\nNo more guessing. No more parsing. Pure declaration.\n\nTwo new HTML elements are introduced: <tool> and <context>.\n\n<tool> exposes actions. Click here. Input this. Select that. With parameters and validation.\n\n<context> explains the state. Where you are. What's possible. Why it matters.\n\nThink of it as an API layer baked into web pages.\n\nThey evaluated using an 11-day developer study. SUS score: 72.5/100, which is above the acceptable threshold.\n\nExciting progress on agentic web! It's an interesting paradigm shift to address the issues agents have when interacting with the web.\n\nFrom agents parsing HTML to websites declaring intent. From agent-agnostic design to agent-aware architecture.\n\nPaper: https://t.co/JSv5BoBFoJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,45],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1990419923911209298","view_count":677,"bookmark_count":0,"created_at":1763388064000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990272740012777475","full_text":"@OfficialLoganK that's going to be something!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990272740012777475","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1990441574212440168","view_count":3609,"bookmark_count":2,"created_at":1763393226000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Based on popular demand, I am excited to announce my brand new live cohort-based training on Claude Code for Everyone.\n\nExcited to finally get to share all the cool ways we have been using Claude Code to improve AI workflows, agents, and AI apps.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441561637957797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[165,188]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441586061451607","view_count":3584,"bookmark_count":6,"created_at":1763393229000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Don't miss this chance to learn everything you need to know about building with Claude Code.\n\nSeats are limited!\n\nPrices will go up in the next cohort.\n\nEnroll now: https://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441574212440168","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768597724660895744","name":"Methkal","screen_name":"meth_kh","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"meth_kh","lang":"en","retweeted":false,"fact_check":null,"id":"1990444335054393512","view_count":518,"bookmark_count":0,"created_at":1763393884000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@meth_kh I will focus on projects and all the tactics we have learned on how to effectively use Claude Code.","in_reply_to_user_id_str":"768597724660895744","in_reply_to_status_id_str":"1990442296114827731","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"15026770","name":"Christopher","screen_name":"communicating","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"communicating","lang":"en","retweeted":false,"fact_check":null,"id":"1990484101535793634","view_count":406,"bookmark_count":0,"created_at":1763403365000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@communicating It is a separate course and not part of the subscription. It has its own price. The link I shared would be right place to send anyone who is interested in learning about Claude Code. :)","in_reply_to_user_id_str":"15026770","in_reply_to_status_id_str":"1990452576928874508","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[6,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"676573","name":"tobi lutke","screen_name":"tobi","indices":[0,5]}]},"favorited":false,"in_reply_to_screen_name":"tobi","lang":"en","retweeted":false,"fact_check":null,"id":"1990533241452069353","view_count":1582,"bookmark_count":1,"created_at":1763415081000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990525664513175585","full_text":"@tobi I absolutely dislike the current form of these AI notetakers. So disruptive to learners and human participants. They have some applications, but I think we can build better ones.","in_reply_to_user_id_str":"676573","in_reply_to_status_id_str":"1990525664513175585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":102,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990794651608219727","view_count":12177,"bookmark_count":164,"created_at":1763477406000,"favorite_count":179,"quote_count":2,"reply_count":12,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1990794651608219727","full_text":"Open-source research agents have been lagging behind proprietary systems like OpenAI's Deep Research.\n\nThe gap has been frustrating for developers who want powerful, deep research agents without vendor lock-in.\n\nI've been building my own called Kimi Deep Researcher.\n\nSimilarly, this new work introduces MiroThinker, a framework that closes this performance gap through systematic optimization.\n\nThe key insight? Performance isn't just about model size.\n\nMiroThinker uses three complementary scaling strategies.\n\nModel scaling: Leveraging larger base models up to 72B parameters.\n\nContext scaling: Expanding reasoning space and information retrieval capabilities. With a 256K context window, it can perform up to 600 tool calls per task!\n\nThis enables sustained multi-turn reasoning and complex real-world research workflows.\n\nInteractive scaling: Incorporating human feedback and iterative refinement loops.\n\nEach dimension adds independent performance gains.\n\nThe results are compelling. The 72B variant demonstrates competitive performance with proprietary agents like GPT-5 and Claude 4.5.\n\nValidated across multiple benchmarks: GAIA, HotpotQA, and MuSiQue.\n\nWhy this matters for developers: You don't need to wait for new model releases to improve agent reasoning.\n\nThe modular approach means you can adopt scaling dimensions independently based on your constraints.\n\nOpen-source agents can now compete with proprietary systems through principled optimization.\n\nThis democratizes access to advanced AI reasoning capabilities.\n\nPaper: arxiv. org/abs/2511.11793","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990815581017145479","view_count":9610,"bookmark_count":22,"created_at":1763482396000,"favorite_count":71,"quote_count":0,"reply_count":7,"retweet_count":11,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 is here!\n\nThe most exciting part of this model is the long horizon planning capabilities.\n\nThis is going to unlock complex agentic applications, the likes of which we have never seen.\n\nVibe coding insane applications in one shot, proactive agents that expand our knowledge at unprecedented rates, and agents that lead to major scientific discoveries.\n\nIt's really on!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,237],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990822776198828498","view_count":13445,"bookmark_count":34,"created_at":1763484112000,"favorite_count":97,"quote_count":0,"reply_count":2,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1990822776198828498","full_text":"This is a fun little app created by Gemini 3.\n\nIt shows the spatial reasoning capabilities.\n\nThis could be huge for apps that leverage computer-using agents. \n\nAnd of course, unlocking new ways to interact with computers. Exciting stuff! https://t.co/gBO2Xk7uIB","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990826875816481127","view_count":37186,"bookmark_count":106,"created_at":1763485089000,"favorite_count":293,"quote_count":0,"reply_count":21,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"Google wasn't playing with this Gemini 3 launch!\n\nThey are going for everything.\n\nJust tested out their Antigravity agentic development platform, and it's really fun. \n\nJust helped my son build a quick physics simulator. https://t.co/1p5TeM2R1J","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990875929720070280","view_count":11660,"bookmark_count":39,"created_at":1763496784000,"favorite_count":80,"quote_count":0,"reply_count":27,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1990875929720070280","full_text":"Okay, this is just insane!\n\nJust vibe-coded this AI-powered website designer in MINUTES using Gemini 3.\n\nI am not great at design. I can now collaborate with AI to generate and iterate on designs.\n\nSelecting elements to iterate on and viewing them in different modes also works. https://t.co/GYzMzXL1gX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,13],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1086145626633494528","name":"Varun Mohan","screen_name":"_mohansolo","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"_mohansolo","lang":"qme","retweeted":false,"fact_check":null,"id":"1990589110973849960","view_count":2783,"bookmark_count":0,"created_at":1763428402000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990521386935464099","full_text":"@_mohansolo 🔥","in_reply_to_user_id_str":"1086145626633494528","in_reply_to_status_id_str":"1990521386935464099","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[32,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]},{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[16,31]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"und","retweeted":false,"fact_check":null,"id":"1990813421319635244","view_count":2260,"bookmark_count":0,"created_at":1763481881000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813077172822143","full_text":"@OfficialLoganK @GoogleAIStudio LFG!!!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990813077172822143","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,77],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990816381252546618","view_count":1969,"bookmark_count":2,"created_at":1763482587000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Not to mention that the results on all these other benchmarks are impressive. https://t.co/Yb0D314xyR","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990815581017145479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,55],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990818244312052036","view_count":2255,"bookmark_count":2,"created_at":1763483031000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 Pro's agentic coding capabilities look insane. https://t.co/fIA5IqlMNw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990816381252546618","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,89],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990823592657891612","view_count":1341,"bookmark_count":0,"created_at":1763484306000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"And where do we even start with Gemini 3 Deep Think?\n\nThat ARC-AGI-2 performance is nuts! https://t.co/1XMIFHjxAB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990818244312052036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1990818341859061760","view_count":134,"bookmark_count":0,"created_at":1763483054000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"@realmadhuguru on it :)","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1990816967201050710","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4939401","name":"Patrick Collison","screen_name":"patrickc","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"patrickc","lang":"en","retweeted":false,"fact_check":null,"id":"1990828162482065834","view_count":639,"bookmark_count":0,"created_at":1763485396000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813146987311446","full_text":"@patrickc That is cool!","in_reply_to_user_id_str":"4939401","in_reply_to_status_id_str":"1990813146987311446","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14130366","name":"Sundar Pichai","screen_name":"sundarpichai","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"sundarpichai","lang":"en","retweeted":false,"fact_check":null,"id":"1990854555362312425","view_count":1474,"bookmark_count":0,"created_at":1763491688000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990850427164979318","full_text":"@sundarpichai Keep it coming! :)","in_reply_to_user_id_str":"14130366","in_reply_to_status_id_str":"1990850427164979318","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1990877387836334251","view_count":2108,"bookmark_count":0,"created_at":1763497132000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990861380740591621","full_text":"@soumithchintala Excited for you, Soumith!","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1990861380740591621","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990847529919910063","view_count":2506,"bookmark_count":2,"created_at":1763490013000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"I love this way of testing and debugging apps with the integrated browser preview. The agent can navigate the app and test features, catch bugs, and fix on the go. https://t.co/42c51Vo2hf","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990826875816481127","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nlikes":[{"label":"2025-10-21","value":447,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980308459368436093","quoted_status_permalink":{"url":"https://t.co/7tgKp3s1dH","expanded":"https://twitter.com/anthropicai/status/1980308459368436093","display":"x.com/anthropicai/st…"},"retweeted":false,"fact_check":null,"id":"1980312578749526504","view_count":32955,"bookmark_count":134,"created_at":1760978285000,"favorite_count":264,"quote_count":0,"reply_count":16,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"I started to build a little AI research tool with Claude Code & Skills over the weekend.\n\nNow Anthropic adds connectors to other helpful scientific tools.\n\nThey are not messing around!\n\nIt’s about to get insanely interesting to use coding agents like Claude Code for science.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/pRSTl5TgvB","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980403571935130073","view_count":19586,"bookmark_count":54,"created_at":1760999980000,"favorite_count":150,"quote_count":1,"reply_count":8,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"This is huge! I sensed that Claude Code on web was coming.\n\nCoding agents on web serve specific use cases.\n\nThere is a wide opening to improve coding experience on web. If you tried Codex (web) you know this well.\n\nIf it's anything like Claude Code on the terminal, it’s game on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1977811751258513410","name":"NerdyChefs.AI","screen_name":"NerdychefsAI","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"NerdychefsAI","lang":"en","retweeted":false,"fact_check":null,"id":"1980320807709802804","view_count":61,"bookmark_count":0,"created_at":1760980247000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"@NerdychefsAI Will share more soon with some additional thoughts.","in_reply_to_user_id_str":"1977811751258513410","in_reply_to_status_id_str":"1980317151170121729","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,22],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","quoted_status_id_str":"1980052095639126457","quoted_status_permalink":{"url":"https://t.co/uQXRrZImBU","expanded":"https://twitter.com/omarsar0/status/1980052095639126457","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1980372246591095294","view_count":8661,"bookmark_count":3,"created_at":1760992511000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980337282323452300","full_text":"@claudeai Much needed:","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1980337282323452300","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980407566158196747","view_count":43,"bookmark_count":0,"created_at":1761000932000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Safe agentic code execution matters. The sandboxing feature in Claude Code is also neat and well thoughout. https://t.co/ccXK1Uj5si","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980406365781991642","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980405447086731456","view_count":578,"bookmark_count":0,"created_at":1761000427000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"The blog pretty much summarizes why I even tried Codex on web in the first place.\n\nSome stuff can just be done without my constant intervention.\n\nI can offload bug squashing easily now. Or explore new features that are not core (or of high priority) to my current workstreams. https://t.co/52ChIt2VTd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980403571935130073","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,158],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980406365781991642","view_count":329,"bookmark_count":0,"created_at":1761000646000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Claude Code on mobile is exciting. I am often on the road a lot so this is extremely helpful. I normally used GitHub Actions but this should feel more native. https://t.co/Mg7DOWCEQc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980405447086731456","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980371216046170539","view_count":4239,"bookmark_count":1,"created_at":1760992266000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I sensed this was coming I guess. Coding agents via the web serve specific use cases. \nAnd it makes, as there is a wide opening to improve the experience on web.\nWill test to see how the experience feels. If it is anything like Claude Code on the terminal, it’s game on. https://t.co/e20qoUO1XE","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980052095639126457","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":846,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980629163976675779","view_count":58883,"bookmark_count":951,"created_at":1761053765000,"favorite_count":711,"quote_count":6,"reply_count":29,"retweet_count":102,"user_id_str":"3448284313","conversation_id_str":"1980629163976675779","full_text":"People are sleeping on Deep Agents.\n\nStart using them now.\n\nThis is a fun paper showcasing how to put together advanced deep agents for enterprise use cases.\n\nUses the best techniques: task decomposition, planning, specialized subagents, MCP for NL2SQL, file analysis, and more. https://t.co/UePZmIQkWR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684241202520238","view_count":15368,"bookmark_count":23,"created_at":1761066897000,"favorite_count":77,"quote_count":4,"reply_count":7,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"BREAKING: OpenAI launches ChatGPT Atlas. \n\nA new AI-powered browser built around ChatGPT.\n\nChat goes with you anywhere on the web. https://t.co/CjhEC89Ek1","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980689459785134240","view_count":2750,"bookmark_count":1,"created_at":1761068141000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Atlas is a great tool for \"vife-lifing\". \n\nYou can use the agent to delegate tasks (personal or professional) and hopefully improve productivity and curiosity. \n\nAvailable on MacOS. \n\nAgent is only available to Plus and Pro.\n\nMore personalization coming soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980688230904144086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980684242980884483","view_count":1407,"bookmark_count":2,"created_at":1761066897000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"It's OpenAI's attempt at combining the AI chat experience with the browser. \n\nChatGPT is the \"beating heart of Atlas\"!\n\nBuilt to be fast and flexible.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684241202520238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684244818301158","view_count":1741,"bookmark_count":4,"created_at":1761066897000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Three core features of Atlas:\n\n- Chat goes with you anywhere on the web\n- Browser memory to personalize the experience across the web\n- Agents can take actions for you https://t.co/LKcFw8l1cK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684242980884483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,94],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685471987507241","view_count":1222,"bookmark_count":3,"created_at":1761067190000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can invite ChatGPT to any tab you have open.\n\nIt can see the webpage and answer questions. https://t.co/gCe8Ao4ikB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684244818301158","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685725826691098","view_count":1448,"bookmark_count":3,"created_at":1761067251000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can do web searches and click through links to preview pages. \n\nAnd you can continue interacting with webpages seamlessly. https://t.co/7s6pBg1D3c","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685471987507241","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686101888041405","view_count":1424,"bookmark_count":2,"created_at":1761067340000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can polish your emails in-line. \n\nNo more copy-pasting your drafts.\n\nIt's called Cursor Chat. https://t.co/ClXCmO9Yv2","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685725826691098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,157],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686827347456380","view_count":1371,"bookmark_count":3,"created_at":1761067513000,"favorite_count":5,"quote_count":1,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use Agent mode with Atlas. \n\nThis means it can take actions for you. \n\nIt can do tasks in the background as you do other work in different tabs. https://t.co/8XHK746vWT","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686101888041405","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687393964388637","view_count":1118,"bookmark_count":1,"created_at":1761067648000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Agents can take over your browser whenever you want. \n\nAnd you can take back the control anytime you want or need. https://t.co/fGaEgtCqjw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686827347456380","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687837659034102","view_count":1325,"bookmark_count":1,"created_at":1761067754000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"For safety, you can manage in Agent mode whether ChatGPT works alongside you using your logged-in accounts or not. https://t.co/eS0QMQO9bo","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687393964388637","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980688230904144086","view_count":3283,"bookmark_count":3,"created_at":1761067848000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use incognito mode when you don't want ChatGPT to remember what you are doing in the browser. https://t.co/jy4noKCylP","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687837659034102","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":1252,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980997089120444595","view_count":26796,"bookmark_count":263,"created_at":1761141485000,"favorite_count":372,"quote_count":1,"reply_count":11,"retweet_count":65,"user_id_str":"3448284313","conversation_id_str":"1980997089120444595","full_text":"Scaling RL for Trillion-Scale Thinking Model\n\nScaling RL is hard! But this team might have figured out something.\n\nThey introduce Ring-1T, a 1T-parameter MoE reasoning model with ~50B params active per token.\n\nIt’s trained with a long-CoT SFT phase, a verifiable-rewards reasoning RL phase, then a general RLHF phase, and introduces three pieces that make trillion-scale RL actually run:\n\n- IcePop to stabilize updates\n\n- C3PO++ to keep GPUs busy under a token budget\n\n- ASystem to unify high-throughput RL stack\n\nOn benchmarks, it leads open weights on AIME-25, HMMT-25, ARC-AGI-1, LiveCodeBench, CodeForces, and ArenaHard v2.\n\nIt reaches silver-medal level on IMO-2025 using only natural-language reasoning.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"cme295.stanford.edu/syllabus/","expanded_url":"https://cme295.stanford.edu/syllabus/","url":"https://t.co/lpD2idL5co","indices":[311,334]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981030346037612847","view_count":42839,"bookmark_count":964,"created_at":1761149414000,"favorite_count":873,"quote_count":1,"reply_count":8,"retweet_count":153,"user_id_str":"3448284313","conversation_id_str":"1981030346037612847","full_text":"🎓Stanford CME295 Transformers & LLMs\n\nNice to see the new release of this new course on Transformers and LLMs.\n\nGreat way to catch up on the world of LLMs and AI Agents.\n\nIncludes topics like the basics of attention, mixture-of-experts, to agents.\n\nExcited to see more on evals. \n\nFirst lessons available now.\n\nhttps://t.co/lpD2idL5co","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981041821598781673","view_count":1442,"bookmark_count":2,"created_at":1761152150000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981041821598781673","full_text":"Great to see advancements in agentic browsers. \n\nOpenAI Atlas is dope and useful for research.\n\nBut it also reminds me how bad computer-use agents are.\n\nIt sucks at editing and formatting.\n\nWays to go still. Lots of opportunities here for founders.\n\nHave you tried it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[43,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]},{"id_str":"776585502606721024","name":"PyTorch","screen_name":"PyTorch","indices":[17,25]},{"id_str":"14930686","name":"Edward Z. Yang","screen_name":"ezyang","indices":[26,33]},{"id_str":"2786323310","name":"Adam Paszke","screen_name":"apaszke","indices":[34,42]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1981082383894839454","view_count":941,"bookmark_count":1,"created_at":1761161821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981035612540166556","full_text":"@soumithchintala @PyTorch @ezyang @apaszke Damn. I miss PyTorch conferences. Cool crew. :)","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1981035612540166556","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":462,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981373662524821996","view_count":14664,"bookmark_count":12,"created_at":1761231267000,"favorite_count":35,"quote_count":1,"reply_count":8,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981373662524821996","full_text":"Not sure what's up with ChatGPT lately.\n\nProjects don't work as they used to.\n\nI have moved all my Projects to Claude Code Skills.\n\nNight and day!\n\nSkills give you so much personalization. They can easily be adapted too!\n\nThe Claude team really cooked with this one.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981360482813710384","view_count":22232,"bookmark_count":179,"created_at":1761228125000,"favorite_count":234,"quote_count":6,"reply_count":15,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1981360482813710384","full_text":"Lookahead Routing for LLMs\n\nProposes Lookahead, a routing framework to enable more informed routing without full inference.\n\nAchieves an average performance gain of 7.7% over the state-of-the-art.\n\nHere is why it works:\n\nLookahead is a new framework for routing in multi-LLM systems, deciding which model should handle each query.\n\nKey idea: Instead of routing based only on the input query, Lookahead predicts latent representations of potential responses, giving it a “peek” into what each model would say without fully generating text.\n\nSmarter decisions: This response-aware prediction makes routing more context-sensitive and accurate, especially for open-ended or preference-driven tasks.\n\nEfficient learning: It’s highly data-efficient, reaching full performance with only 16% of training data compared to baselines, and learns better semantic representations for routing.\n\nDual design: Works with both causal and masked LM variants, generalizing across multiple architectures.\n\nPerformance: Outperforms state-of-the-art routing methods across seven benchmarks, with the biggest gains in nuanced, creative tasks.\n\nLookahead shows that adding lightweight generative foresight can make multi-model systems more adaptive and cost-efficient without needing full model inference.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364255564935339","view_count":13294,"bookmark_count":114,"created_at":1761229025000,"favorite_count":152,"quote_count":4,"reply_count":8,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"Builds an OS agent for long-horizon tasks.\n\nUses step-wise RL and self-evolve training to enable the agent to carry out long-horizon interactions.\n\nInstead of one big model doing everything, it uses multiple cooperating agents. One for memory and context, one for breaking down complex tasks, and another to check and fix mistakes along the way.\n\nThis is another great example of deep agents to personalize user-agent interactions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,10],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2178012643","name":"Balaji","screen_name":"balajis","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"balajis","lang":"qme","retweeted":false,"fact_check":null,"id":"1981348724157681903","view_count":527,"bookmark_count":0,"created_at":1761225322000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981343012010799545","full_text":"@balajis 🚀","in_reply_to_user_id_str":"2178012643","in_reply_to_status_id_str":"1981343012010799545","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,91],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","quoted_status_id_str":"1981373662524821996","quoted_status_permalink":{"url":"https://t.co/Rz4pIlMnvJ","expanded":"https://twitter.com/omarsar0/status/1981373662524821996","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1981433340801798335","view_count":8433,"bookmark_count":4,"created_at":1761245496000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1981432799212249119","full_text":"@OpenAI I have given up on Projects. It used to work so well and not sure what has changed:","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1981432799212249119","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.19386","expanded_url":"https://arxiv.org/abs/2510.19386","url":"https://t.co/FAqW4vi39w","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364268147888248","view_count":2746,"bookmark_count":6,"created_at":1761229028000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"https://t.co/FAqW4vi39w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981364255564935339","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":928,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981798842866557281","view_count":56677,"bookmark_count":291,"created_at":1761332638000,"favorite_count":270,"quote_count":4,"reply_count":23,"retweet_count":23,"user_id_str":"3448284313","conversation_id_str":"1981798842866557281","full_text":"On Skills vs. Subagents\n\nBeen using Skills extensively for the past couple of days.\n\nBut like many other Claude Code users, I've been thinking about the difference between subagents and Skills. \n\nSubagents are useful for handing off subtasks (i.e., separation of concerns) from the main task (e.g., deep research with a planner). \n\nAnd skills are about loading context efficiently with a neat tiered system. \n\nSubagents can also leverage Skills.\n\nAnd I sometimes also use custom commands to orchestrate more complex scenarios. They are all useful features to have. \n\nWho knows? This will probably change again or will be unified into one efficient approach in the near future. \n\nBut one is clear today: planning, orchestrating, and context management are all useful patterns for current LLM-based agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,168],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1981793327956865504","view_count":60156,"bookmark_count":829,"created_at":1761331323000,"favorite_count":624,"quote_count":6,"reply_count":16,"retweet_count":120,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"Fundamentals of Building Autonomous LLM Agents\n\nGreat overview of LLM-based agents.\n\nGreat if you are just getting started with AI agents.\n\nThis covers the basics good. https://t.co/zqWYNKvc4i","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,52],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"221658618","name":"Geoffrey Litt","screen_name":"geoffreylitt","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"geoffreylitt","lang":"en","retweeted":false,"fact_check":null,"id":"1981731826990293142","view_count":671,"bookmark_count":0,"created_at":1761316661000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981720163968749736","full_text":"@geoffreylitt Good take. Roughly how I use AI today.","in_reply_to_user_id_str":"221658618","in_reply_to_status_id_str":"1981720163968749736","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.09244","expanded_url":"https://arxiv.org/abs/2510.09244","url":"https://t.co/BqxCInKwfM","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981793340158034389","view_count":5806,"bookmark_count":60,"created_at":1761331326000,"favorite_count":34,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"https://t.co/BqxCInKwfM","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981793327956865504","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":139,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,133],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1982463725589168152","view_count":13170,"bookmark_count":45,"created_at":1761491159000,"favorite_count":139,"quote_count":3,"reply_count":17,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1982463725589168152","full_text":"Curious how Kimi CLI will stack up against Claude Code and the like. \n\nI think there is a lot of room for innovation with CLI agents. https://t.co/h6lRvpVbXL","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":692,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983175377393479759","view_count":18485,"bookmark_count":56,"created_at":1761660830000,"favorite_count":132,"quote_count":6,"reply_count":26,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"Damn it! Now it’s hard to think of building AI agents without access to the filesystem and agentic search.\n\nClaude Code has spoiled me.\n\nBut my agents are so darn better with bash, glob, grep, files, skills, and the like. \n\nMemory, context engineering, evals, etc — all better.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180523473354906","view_count":44828,"bookmark_count":401,"created_at":1761662057000,"favorite_count":391,"quote_count":2,"reply_count":23,"retweet_count":61,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"Microsoft's open-source game is on 🔥!\n\nThey release Agent Lightning to help optimize multi-agent systems.\n\nIt works with popular agent frameworks. Barely any code change needed.\n\nIntegrates algos like RL, Automatic Prompt Optimization, Supervised Fine-tuning, and more. https://t.co/6dbmVQeLYU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983195339382501476","quoted_status_permalink":{"url":"https://t.co/TfSChnt80H","expanded":"https://twitter.com/taranjeetio/status/1983195339382501476","display":"x.com/taranjeetio/st…"},"retweeted":false,"fact_check":null,"id":"1983200901402927115","view_count":16522,"bookmark_count":58,"created_at":1761666915000,"favorite_count":128,"quote_count":0,"reply_count":10,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1983200901402927115","full_text":"Memory for AI agents is a bigger deal than it looks.\n\nHuge congrats to the Mem0 team on their Series A.\n\nI've been building with mem0 for the past couple of months. It's clear this team is building some impressive stuff.\n\nCheck them out if you are an AI dev building agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1882380791751303168","name":"arti","screen_name":"claudeusmaximus","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"claudeusmaximus","lang":"en","retweeted":false,"fact_check":null,"id":"1983186700810760214","view_count":197,"bookmark_count":0,"created_at":1761663529000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@claudeusmaximus i wouldn't throw away vector dbs just yet -- there is a world where both and even emerging search tools exist","in_reply_to_user_id_str":"1882380791751303168","in_reply_to_status_id_str":"1983181568207401040","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1983186373881561446","view_count":170,"bookmark_count":0,"created_at":1761663452000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@iamrobotbear yeah, that would be great","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1983185724716528105","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1534421484546174976","name":"Taranjeet","screen_name":"taranjeetio","indices":[0,12]},{"id_str":"1670746017828859904","name":"mem0","screen_name":"mem0ai","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"taranjeetio","lang":"en","retweeted":false,"fact_check":null,"id":"1983201017601896723","view_count":1255,"bookmark_count":0,"created_at":1761666943000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983195339382501476","full_text":"@taranjeetio @mem0ai Congrats!","in_reply_to_user_id_str":"1534421484546174976","in_reply_to_status_id_str":"1983195339382501476","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/microsoft/agen…","expanded_url":"https://github.com/microsoft/agent-lightning","url":"https://t.co/guN9Q93Uig","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180535943118949","view_count":3508,"bookmark_count":32,"created_at":1761662060000,"favorite_count":35,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"https://t.co/guN9Q93Uig","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983180523473354906","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":559,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983630211506958699","view_count":14776,"bookmark_count":6,"created_at":1761769271000,"favorite_count":38,"quote_count":3,"reply_count":12,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983630211506958699","full_text":"What happened to AGI?\n\nI don't see anyone mentioning it on my timeline anymore. \n\nApparently, it's now ASI. :)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983637226996298210","view_count":28999,"bookmark_count":172,"created_at":1761770943000,"favorite_count":178,"quote_count":0,"reply_count":18,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1983637226996298210","full_text":"There is so much value in data for training/tuning LLM agents.\n\nBut there aren't too many good public ones.\n\nIf you do find a good one, it's not in a standard format, and tools vary.\n\nAgent Data Protocol attempts to solve this by unifying datasets for fine-tuning LLM agents. https://t.co/pzSkHzoNlT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.24699","expanded_url":"https://arxiv.org/abs/2510.24699","url":"https://t.co/Vqy0hRwKOR","indices":[1530,1553]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983646041850495140","view_count":25802,"bookmark_count":387,"created_at":1761773045000,"favorite_count":343,"quote_count":3,"reply_count":11,"retweet_count":51,"user_id_str":"3448284313","conversation_id_str":"1983646041850495140","full_text":"This is actually a clever context engineering technique for web agents.\n\nIt's called AgentFold, an agent that acts as a self-aware knowledge manager.\n\nIt treats context as a dynamic cognitive workspace by folding information at different scales:\n\n- Light folding: Compressing small details while keeping the important stuff\n\n- Deep folding: Combining multiple steps or tasks into a simplified summary\n\nMore of my notes:\n\n1) Solving context saturation – Traditional ReAct-based web agents accumulate noisy histories, causing context overload, while fixed summarization methods risk irreversible information loss. AgentFold introduces a dynamic folding paradigm that balances detail preservation with efficient compression.\n\n2) Proactive context management – Rather than passively logging history, AgentFold actively manages its workspace through multi-scale folding operations, adapting to task complexity and information density in real-time.\n\n3) Impressive efficiency – AgentFold-30B achieves 36.2% on BrowseComp and 47.3% on BrowseComp-ZH, outperforming dramatically larger open-source models like DeepSeek-V3.1-671B and surpassing proprietary agents like OpenAI's o4-mini.\n\n4) Simple training approach – Achieved through SFT without requiring continual pre-training or RL, making it more accessible for AI practitioners.\n\n5) Significant resource advantage – Achieves competitive performance with 30B parameters versus competitors using 671B+ parameters. Major efficiency gains for web agent development and deployment.\n\nPaper: https://t.co/Vqy0hRwKOR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,94],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2309105822","name":"Eric Jang","screen_name":"ericjang11","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"ericjang11","lang":"en","retweeted":false,"fact_check":null,"id":"1983341537150054546","view_count":614,"bookmark_count":0,"created_at":1761700445000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983257382739390820","full_text":"@ericjang11 So cool to see your years of work come to life like this. What an exciting future.","in_reply_to_user_id_str":"2309105822","in_reply_to_status_id_str":"1983257382739390820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983558992141189401","view_count":3,"bookmark_count":0,"created_at":1761752291000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician in what sense?","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983557629315068111","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"240008974","name":"Greg Kamradt","screen_name":"GregKamradt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"GregKamradt","lang":"en","retweeted":false,"fact_check":null,"id":"1983557531348988200","view_count":124,"bookmark_count":1,"created_at":1761751942000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983186681240174791","full_text":"@GregKamradt I used to do this a lot but now I just switch to plan mode when I don’t want code to be written. And then switch back to auto edits or manually approved edits depending on complexity of task. Shift + Tab does it for me.","in_reply_to_user_id_str":"240008974","in_reply_to_status_id_str":"1983186681240174791","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,18],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1495078042498002950","name":"finbarr","screen_name":"finbarrtimbers","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"finbarrtimbers","lang":"qme","retweeted":false,"fact_check":null,"id":"1983523296873214152","view_count":417,"bookmark_count":0,"created_at":1761743780000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983272290520576182","full_text":"@finbarrtimbers ❤️","in_reply_to_user_id_str":"1495078042498002950","in_reply_to_status_id_str":"1983272290520576182","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983560946405589395","view_count":4,"bookmark_count":0,"created_at":1761752757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician Not sure how others use Claude Code, but I am using both MCP and Skills in all my workflows.","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983559552910966963","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":952,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892163990843692","view_count":21556,"bookmark_count":239,"created_at":1761831725000,"favorite_count":294,"quote_count":5,"reply_count":11,"retweet_count":54,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Graph-based Agent Planning\n\nIt lets AI agents run multiple tools in parallel to accelerate task completion.\n\nUses graphs to map tool dependencies + RL to learn the best execution order.\n\nRL also helps with scheduling strategies and planning.\n\nMajor speedup for complex tasks. https://t.co/3w5rluxJfm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983662836896448756","quoted_status_permalink":{"url":"https://t.co/fHpZcgxjzl","expanded":"https://twitter.com/cognition/status/1983662836896448756","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1983892272492978178","view_count":7503,"bookmark_count":12,"created_at":1761831751000,"favorite_count":30,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983892272492978178","full_text":"It's pretty exciting to see how fast agentic models are getting. \n\nBesides improved reliability, speed is a must for coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915573215162873","view_count":41421,"bookmark_count":142,"created_at":1761837306000,"favorite_count":320,"quote_count":3,"reply_count":21,"retweet_count":34,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🚀 MiniMax-M2 is the new top-tier open model for agentic workflows and advanced coding.\n\n• #1 Open-source Model & #4 Intelligence (Artificial Analysis)\n• 200k context window (128K max output tokens)\n• ~100 TPS throughput\n• 8% Claude Sonnet price, ~2x faster\n\nMore details: https://t.co/75bNpTJmY4","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983963939646881854","quoted_status_permalink":{"url":"https://t.co/BylacwdRYN","expanded":"https://twitter.com/claudeai/status/1983963939646881854","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1983976239531761888","view_count":38493,"bookmark_count":253,"created_at":1761851770000,"favorite_count":219,"quote_count":1,"reply_count":6,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"This has been one of the most epic uses of Skills.\n\nBuilding, testing, and optimizing MCP tools.\n\nA few of my MCP tools are agent-powered, so I ended up generalizing the skill to optimize agents and context.\n\nWriting, evals, data analysis, most of it moved to Claude Code now. 🚀","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983916779660362154","view_count":3130,"bookmark_count":2,"created_at":1761837594000,"favorite_count":11,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Personally, it's very exciting to see open efforts for models that do well for agentic workflows. \n\nLet me know if you would like to see a guide on this and how I have started to use it for AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915652764332401","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983979069432852744","view_count":3251,"bookmark_count":6,"created_at":1761852445000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983976239531761888","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915592055968239","view_count":1086,"bookmark_count":4,"created_at":1761837311000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🐙 Engineered for Agents & Code\n\n• M2 excels in math, science, and code.\n• #1 Open-source Model & #4 Intelligence (by Artificial Analysis & LMArena)\n• Crushes SWE-Bench + Terminal-Bench.\n• Comparable to top proprietary models in BrowseComp.\n\nPowered by MiniMax’s CISPO scaling algorithm, the technique is highlighted in Meta’s \"Art of Scaling RL Compute.\"","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915573215162873","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,189],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915607608455540","view_count":525,"bookmark_count":2,"created_at":1761837314000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"1️⃣ #1 on OpenRouter's Top Today Chart!\n\nJust a few days after release, it's trending to be the top open-source model in terms of token usage in OpenRouter.\n\nIt's taking off really quickly. https://t.co/MIa57aZyLd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915592055968239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915623181894127","view_count":459,"bookmark_count":1,"created_at":1761837318000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"👨💻 Agentic Intelligence, Simplified\n\nSupports full dev cycles: multi-file edits → run → debug → auto-fix.\n\nM2 enables developers to transition seamlessly from the shell to the browser to MCP tools. Great for agents & long-horizon tasks.\n\nM2 plans, executes, retrieves, and self-corrects autonomously.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915607608455540","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/MiniMax-AI/Min…","expanded_url":"https://github.com/MiniMax-AI/MiniMax-M2","url":"https://t.co/cBgswjsHzG","indices":[250,273]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915635655766483","view_count":977,"bookmark_count":4,"created_at":1761837321000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🧠 Built for Efficiency & Accuracy\n\nBuilt for multi-hop, retrieval-heavy reasoning.\n\nM2 also shows that activation size matters.\n\nIt uses 10B activations, which leads to more responsive agent loops + better unit economics.\n\nMore info in the repo: https://t.co/cBgswjsHzG","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915623181894127","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,250],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/elvism2","expanded_url":"https://bit.ly/elvism2","url":"https://t.co/i0r1R48XXb","indices":[107,130]},{"display_url":"platform.minimax.io/docs/guides/te…","expanded_url":"https://platform.minimax.io/docs/guides/text-generation","url":"https://t.co/YdCOkaAbo2","indices":[138,161]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915652764332401","view_count":3905,"bookmark_count":12,"created_at":1761837325000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Free for all devs, globally via MiniMax Agent and APIs for a limited time.\n\nTry it:\n🔹 MiniMax Agent (Web): https://t.co/i0r1R48XXb\n🔹 API: https://t.co/YdCOkaAbo2\n\nAlso live across Claude Code, Cursor, Cline, Roo Code, Grok CLI, Gemini CLI & more. https://t.co/chVipM5l6O","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915635655766483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,180],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1983976239531761888","url":"https://t.co/O5K64wV3Sg","indices":[157,180]}],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1983976239531761888","quoted_status_permalink":{"url":"https://t.co/O5K64wV3Sg","expanded":"https://x.com/omarsar0/status/1983976239531761888","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1983977067374113202","view_count":1536,"bookmark_count":9,"created_at":1761851968000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983961480254083225","full_text":"@trq212 Actually, the easiest might be Claude Code + Skills. ;)\n\nSkills have allowed me to better package best practices into how I build agentic systems. \n\nhttps://t.co/O5K64wV3Sg","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1983961480254083225","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.25320","expanded_url":"https://arxiv.org/abs/2510.25320","url":"https://t.co/1Zv2ziLTDV","indices":[7,30]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892176892522642","view_count":3223,"bookmark_count":17,"created_at":1761831728000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Paper: https://t.co/1Zv2ziLTDV","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983892163990843692","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","retweeted":false,"fact_check":null,"id":"1983979175020003663","view_count":1234,"bookmark_count":2,"created_at":1761852470000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983963930356752820","full_text":"Thanks for the feature. I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1983963941199102450","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":707,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983556187632365712","quoted_status_permalink":{"url":"https://t.co/Q5cfxJfnTr","expanded":"https://twitter.com/zeeg/status/1983556187632365712","display":"x.com/zeeg/status/19…"},"retweeted":false,"fact_check":null,"id":"1984069751518515644","view_count":12338,"bookmark_count":19,"created_at":1761874065000,"favorite_count":48,"quote_count":0,"reply_count":6,"retweet_count":6,"user_id_str":"3448284313","conversation_id_str":"1984069751518515644","full_text":"The “MCP is dead” camp is just as clueless as the “RAG is dead” camp.\n\nThey have absolutely no clue what they are talking about.\n\nJust watch what happens in the next couple of weeks in this timeline.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984235423707844958","view_count":37257,"bookmark_count":179,"created_at":1761913564000,"favorite_count":141,"quote_count":0,"reply_count":11,"retweet_count":14,"user_id_str":"3448284313","conversation_id_str":"1984235423707844958","full_text":"Excited to announce our academy's first cohort-based course, Building Effective AI Agents.\n\nThis is the one solution that teaches, end-to-end, how to build, evaluate, and deploy AI agents.\n\nFor 1 month, you'll build with cutting-edge techniques like memory and deep agents. https://t.co/WSHrGS0mnU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984248563711586493","view_count":40089,"bookmark_count":263,"created_at":1761916697000,"favorite_count":442,"quote_count":2,"reply_count":40,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"The more I use Claude Code, the more it makes me believe that I can build whatever I want.\n\nIt coded this little feature flawlessly in one shot.\n\nIt's a luxury feature (I haven't had the time to implement it) that lots of people have been asking for our guides. \n\nShipping soon! https://t.co/qISPApi7lS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1984251183331262739","quoted_status_permalink":{"url":"https://t.co/McUYOwPQJa","expanded":"https://twitter.com/dair_ai/status/1984251183331262739","display":"x.com/dair_ai/status…"},"retweeted":false,"fact_check":null,"id":"1984253171334893809","view_count":7641,"bookmark_count":13,"created_at":1761917796000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984253171334893809","full_text":"One of the many AI-powered tools we are providing to our academy subs. \n\nIt's in beta, but I believe it's already extremely useful to students navigating technical AI courses. \n\nIt can even translate, which is a super boost for some of our learners.\n\nStay tuned for more!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863959670169501696","name":"Kimi.ai","screen_name":"Kimi_Moonshot","indices":[0,14]},{"id_str":"1471128655699062784","name":"Zed","screen_name":"zeddotdev","indices":[15,25]}]},"favorited":false,"in_reply_to_screen_name":"Kimi_Moonshot","lang":"en","retweeted":false,"fact_check":null,"id":"1984251629026308362","view_count":1722,"bookmark_count":0,"created_at":1761917428000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984207733177090274","full_text":"@Kimi_Moonshot @zeddotdev Huge! Congrats, team.","in_reply_to_user_id_str":"1863959670169501696","in_reply_to_status_id_str":"1984207733177090274","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,103],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38821351","name":"Klaas","screen_name":"forgebitz","indices":[0,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}]},"favorited":false,"in_reply_to_screen_name":"forgebitz","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984237838779703623","view_count":1164,"bookmark_count":4,"created_at":1761914140000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984214576033100048","full_text":"@forgebitz Interesting idea. I was thinking of the same lately after seeing this in the Anthropic docs: https://t.co/gAARQYnsOO","in_reply_to_user_id_str":"38821351","in_reply_to_status_id_str":"1984214576033100048","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,204],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","retweeted":false,"fact_check":null,"id":"1984304979671224702","view_count":5995,"bookmark_count":2,"created_at":1761930148000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984304194837528864","full_text":"@OpenAI I really wish Atlas would improve on more advanced browser operations. It can click buttons and do regular browsing, but it gets stuck quite often when it's adding, formatting, or creating things.","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1984304194837528864","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"promptingguide.ai/agents/deep-ag…","expanded_url":"https://www.promptingguide.ai/agents/deep-agents","url":"https://t.co/EP15vqHmOL","indices":[108,131]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984280472365760852","view_count":6547,"bookmark_count":14,"created_at":1761924305000,"favorite_count":19,"quote_count":0,"reply_count":4,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"This is roughly how it would work. You can click on copy markdown or send the guide to ChatGPT or Claude. \n\nhttps://t.co/EP15vqHmOL https://t.co/hUXeh130Du","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984248563711586493","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1984281498057687053","view_count":3350,"bookmark_count":3,"created_at":1761924549000,"favorite_count":11,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"I am pushing out lots of improvements to the guide, including new advanced guides, in the coming weeks. \n\nClaude Code has been instrumental in maintaining this open-source project.\n\nI feel like I can now ship all the luxury features I had in mind for the guide. More soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984280472365760852","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","retweeted":false,"fact_check":null,"id":"1984281863679328336","view_count":504,"bookmark_count":0,"created_at":1761924637000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"@theideogenesis I have been trying it for the past couple of weeks, but it just doesn't stick for some reason.","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1984281595214492083","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":509,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984641893519839271","view_count":81503,"bookmark_count":449,"created_at":1762010474000,"favorite_count":505,"quote_count":3,"reply_count":32,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"Simplicity is at the heart of great software.\n\nThis is one of the reasons why Claude Code has been sticky for me.\n\nAs a builder, I love planning and brainstorming, and this is now a key focus of Claude Code.\n\nI use Shift + Tab a lot to cycle between brainstorming, planning, and execution.\n\nThis functionality provides the appropriate interface for me to either be very involved or less involved as I please.\n\nThis works particularly well when building out new and complex features or entire new projects.\n\nThis saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that.\n\nI have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed.\n\nVibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1984647765377307081","view_count":923,"bookmark_count":0,"created_at":1762011874000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984645815361814672","full_text":"@OfficialLoganK 💯 vibe coding removes so many barriers","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1984645815361814672","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,80],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1899832852910624768","name":"CrazyAI Tech","screen_name":"CrazyAITech","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"CrazyAITech","lang":"en","retweeted":false,"fact_check":null,"id":"1984645346706747549","view_count":1624,"bookmark_count":1,"created_at":1762011298000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@CrazyAITech there is a good reason why i use it inside the IDE but yeah i agree","in_reply_to_user_id_str":"1899832852910624768","in_reply_to_status_id_str":"1984644313788133486","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1727823147045388288","name":"TrevorPillows","screen_name":"TrevorPillowsSa","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"TrevorPillowsSa","lang":"en","retweeted":false,"fact_check":null,"id":"1984648134706774371","view_count":79,"bookmark_count":0,"created_at":1762011962000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@TrevorPillowsSa it's not only bugs... it's design taste, architecture decisions, and other important decisions","in_reply_to_user_id_str":"1727823147045388288","in_reply_to_status_id_str":"1984647392453673433","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":146,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985022450606714899","view_count":36665,"bookmark_count":107,"created_at":1762101206000,"favorite_count":127,"quote_count":1,"reply_count":19,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Proactive agents are going to fundamentally change how we interact with software.\n\nTraditional software and UI/UX are about to get a major upgrade.\n\nProactive agents will eliminate broken interfaces.\n\nWe know really well that the way we interact with computers and devices today is broken (including mobile phones), and I believe we might finally be able to fix that.\n\nProactive agents will carry out an insane amount of work for you, and the way we provide them feedback and assess outputs cannot be supported by current interfaces.\n\nCurrent interfaces limit proactive agents.\n\nWe need to reassess how we interact with software, hardware, and digital information. There is a lot of work to do on the research and engineering front. First-principles thinking will thrive here.\n\nThe change is coming whether you like it or not.\n\nI can't wait for the day when I don't have to waste time looking or chatting for information in a million tabs in my browser.\n\nMost of my work already happens in Claude Code. From writing, to evals, to data analysis, to deep research, all the way to coding entire apps and building new experiences for our communities. Coding agents also scale nicely with parallelizing tasks. But that's touching the surface. I believe it's a glimpse of the future that's coming. A new form factor could emerge, too.\n\nI also like using ChatGPT Pulse daily, which is basically a proactive AI looking for what it thinks I will enjoy reading. Not only that, it is also shaping my health habits and how to improve as a person.\n\nProactive agents will be able to work 24 hours a day (all year round), which means more can get done in shorter timelines, leading to significant boosts in productivity across the board.\n\nI know for many, this will feel like a very optimistic view. I, too, will acknowledge the limitations of LLM-based agents. But I am already building personalized proactive agents for the future, and even with its current limitations, it's already enabling and accelerating my impact through various efforts in open-source, consulting, science, and education. I feel like we have built a good foundation to accelerate how much positive impact we can bring to our customers and communities.\n\nThe most exciting change I am witnessing in my life is the balance that this technology brings. I can finally build relentlessly (with AI assistants), take care of my health (and those of my loved ones), and explore new passions. Proactive agents will only accelerate this further.\n\nLots of changes, socially, economically, culturally, and philosophically, will happen. Still thinking deeply about how this changes the way we accelerate humanity. \n\nFeel free to disagree/agree with me. I would love to genuinely hear how others are thinking of a future with abundant AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"GoogleAIStudio","lang":"en","retweeted":false,"fact_check":null,"id":"1985095499926360108","view_count":1428,"bookmark_count":0,"created_at":1762118623000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985095028612698534","full_text":"@GoogleAIStudio Great addition. Thank you!","in_reply_to_user_id_str":"1742923424056713217","in_reply_to_status_id_str":"1985095028612698534","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,286],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3284645496","name":"Md. Mehedi Hasan Rakib","screen_name":"mehedi_u","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"mehedi_u","lang":"en","retweeted":false,"fact_check":null,"id":"1985028498180710883","view_count":282,"bookmark_count":0,"created_at":1762102648000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Great question. That's why I initially started this note on interfaces. I think that's where a lot of innovation needs to happen. I suspect new form factors or changing fundamentally how we interact with AI/software. On the agency part, I think that's where personalization or true understanding of our individual experiences will come into play. I don't think AI is there today. Lots to think about here, but just sharing quick thoughts.","in_reply_to_user_id_str":"3284645496","in_reply_to_status_id_str":"1985027377013961156","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1985023375563981297","view_count":173,"bookmark_count":0,"created_at":1762101427000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@SrinivasValekar One of the areas I am spending a lot of time on recently. So much we can build here.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1985023080251695430","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"102288215","name":"Swayson","screen_name":"Swayson","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Swayson","lang":"en","retweeted":false,"fact_check":null,"id":"1985024481581023458","view_count":123,"bookmark_count":0,"created_at":1762101691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@Swayson I can admit there were issues early on but this has improved with better interfaces and workflows.","in_reply_to_user_id_str":"102288215","in_reply_to_status_id_str":"1985024027010998610","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,185],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4697265492","name":"Ak afridi","screen_name":"afridi_aka1","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"afridi_aka1","lang":"en","retweeted":false,"fact_check":null,"id":"1985029233710678035","view_count":72,"bookmark_count":0,"created_at":1762102824000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@afridi_aka1 I like the mention of intuity here. So much progress on personalization needs to happen. And I think that's the area that we, as a field, have not been able to crack (yet).","in_reply_to_user_id_str":"4697265492","in_reply_to_status_id_str":"1985028663050375633","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,195],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"346640777","name":"Matt Pocock","screen_name":"mattpocockuk","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mattpocockuk","lang":"en","retweeted":false,"fact_check":null,"id":"1985025447625896143","view_count":2925,"bookmark_count":2,"created_at":1762101921000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984971345839439880","full_text":"@mattpocockuk Windsurf takes the crown for me. Haven't had the need to change it since I installed it. I know their team has worked really hard on the tab to complete, and they keep improving it.","in_reply_to_user_id_str":"346640777","in_reply_to_status_id_str":"1984971345839439880","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":409,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348779193860414","view_count":31167,"bookmark_count":168,"created_at":1762179009000,"favorite_count":150,"quote_count":2,"reply_count":13,"retweet_count":22,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Long-term memory doesn't have to suck!\n\nHere is the problem: even LLMs with 1M token windows struggle substantially as dialogues lengthen.\n\nRaw context capacity alone is insufficient for effective long-term conversational memory.\n\nOn the other hand, hybrid memory approaches work really well on AI agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985358804469284945","view_count":6743,"bookmark_count":10,"created_at":1762181399000,"favorite_count":51,"quote_count":1,"reply_count":7,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985358804469284945","full_text":"Vibe coding is cute, but pair it with intentional development cycles, and watch how far you can take a project with coding agents today.\n\nLearn to code and vibe code. You won't regret it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985353551984427435","view_count":11085,"bookmark_count":75,"created_at":1762180147000,"favorite_count":92,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985353551984427435","full_text":"Cool project showcasing the use of multi-agent systems for scientific research. https://t.co/zTBaYYbrcd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985383441953923221","quoted_status_permalink":{"url":"https://t.co/afIj7eO4Ef","expanded":"https://twitter.com/garrytan/status/1985383441953923221","display":"x.com/garrytan/statu…"},"retweeted":false,"fact_check":null,"id":"1985406276986098174","view_count":22025,"bookmark_count":62,"created_at":1762192718000,"favorite_count":84,"quote_count":1,"reply_count":14,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985406276986098174","full_text":"Mostly agree with this. \n\n\"Write evals\" sounds scary to most people, but it's a stand-out skill for AI agent builders today.\n\nFrom building datasets to verification to understanding how to connect metrics to business value.\n\nEvals are now a requirement in our academy.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348795098673594","view_count":781,"bookmark_count":14,"created_at":1762179013000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"This paper proposes LIGHT, a cognitive-inspired framework that equips LLMs with three complementary memory systems.\n\n(Paper in the last tweet)\n\n- 1) episodic memory - a vector database storing key-value pairs and summaries of dialogue turns for retrieval,\n- 2) working memory - the most recent dialogue pairs, and\n- 3) a scratchpad - an iteratively compressed semantic layer that accumulates salient facts, user instructions, and temporal anchors after each turn.\n\nAt inference time, the LLM generates responses by conditioning on retrieved episodic content, working memory context, and filtered scratchpad entries relevant to the query.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348779193860414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985348807849300249","view_count":2947,"bookmark_count":1,"created_at":1762179016000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Key Results/Insights:\n\nLIGHT consistently outperforms both long-context LLMs and RAG baselines across all conversation lengths, with improvements growing as context increases: +49-60% at 100K-1M tokens, and dramatic +107-156% gains at 10M tokens where no model natively supports full context.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348795098673594","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.27246","expanded_url":"https://arxiv.org/abs/2510.27246","url":"https://t.co/wR2fwdzVoJ","indices":[421,444]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348825197039718","view_count":2942,"bookmark_count":4,"created_at":1762179020000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"The framework shows the largest relative improvements in tasks requiring long-range reasoning: summarization (+160.6%), multi-hop reasoning (+27.2%), and preference following (+76.5%).\n\nAblation studies reveal that all components become increasingly essential as context grows. At 10M tokens, removing any single component causes significant performance drops (retrieval -8.5%, scratchpad -3.7%, noise filtering -8.3%).\n\nhttps://t.co/wR2fwdzVoJ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348807849300249","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"12963432","name":"Armin Ronacher ⇌","screen_name":"mitsuhiko","indices":[0,10]},{"id_str":"1901022787164401666","name":"Amp","screen_name":"AmpCode","indices":[11,19]}]},"favorited":false,"in_reply_to_screen_name":"mitsuhiko","lang":"en","retweeted":false,"fact_check":null,"id":"1985380447614894151","view_count":993,"bookmark_count":0,"created_at":1762186559000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985338965516247395","full_text":"I find this puzzling as well. Like, there are so many ways to use coding agents, and there are even free ones too. \n\nI use coding agents (paid ones) for my side projects, as it also provides a good test bed to gain experience on where to improve my workflows and pushes me to figure out how to ship things faster.","in_reply_to_user_id_str":"12963432","in_reply_to_status_id_str":"1985338965516247395","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":967,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985745152204554720","view_count":18124,"bookmark_count":215,"created_at":1762273512000,"favorite_count":216,"quote_count":3,"reply_count":12,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1985745152204554720","full_text":"Tools-to-Agent Retrieval\n\nThis work presents a unified vector space embedding of both tools and agents with metadata links.\n\nEnables fine-grained tool-level and agent retrieval.\n\nIt's a great context engineering approach in that it retrieves at both the tool and agent levels using a joint index, returning whichever better matches the query.\n\nIt preserves fine-grained tool details while keeping the agent context intact, avoiding the information loss from collapsing many tools into coarse descriptions.\n\nThis is useful for scaling tools and multi-agent systems.\n\nHuge improvements on LiveMCPBench.\n\nPaper: arxiv. org/abs/2511.01854","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747392558481584","view_count":114,"bookmark_count":4,"created_at":1762274046000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747392558481584","full_text":"Context Engineering 2.0\n\nThis reports discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747789796483109","view_count":79242,"bookmark_count":865,"created_at":1762274141000,"favorite_count":744,"quote_count":9,"reply_count":30,"retweet_count":147,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"Context Engineering 2.0\n\nThis report discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities, so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"974757274206978049","name":"cat","screen_name":"_catwu","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"_catwu","lang":"en","retweeted":false,"fact_check":null,"id":"1985763059403473162","view_count":227,"bookmark_count":0,"created_at":1762277781000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985754411675930775","full_text":"@_catwu Nice. Thanks!","in_reply_to_user_id_str":"974757274206978049","in_reply_to_status_id_str":"1985754411675930775","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,61],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1962061010849697792","name":"Min Chon Chi","screen_name":"MinChonChiSF","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"MinChonChiSF","lang":"en","retweeted":false,"fact_check":null,"id":"1985756195013918736","view_count":1692,"bookmark_count":0,"created_at":1762276145000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"@MinChonChiSF Yeah, that's the part I like about this report.","in_reply_to_user_id_str":"1962061010849697792","in_reply_to_status_id_str":"1985755327250260413","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":1650,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1986099467914023194","view_count":173591,"bookmark_count":2609,"created_at":1762357987000,"favorite_count":1520,"quote_count":11,"reply_count":55,"retweet_count":233,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"Anthropic just posted another banger guide.\n\nThis one is on building more efficient agents to handle more tools and efficient token usage.\n\nThis is a must-read for AI devs!\n\n(bookmark it)\n\nIt helps with three major issues in AI agent tool calling: token costs, latency, and tool composition.\n\nHow? It combines code executions with MCP, where it turns MCP servers into code APIs rather than direct tool calls.\n\nHere is all you need to know:\n\n1. Token Efficiency Problem: Loading all MCP tool definitions upfront and passing intermediate results through the context window creates massive token overhead, sometimes 150,000+ tokens for complex multi-tool workflows.\n\n2. Code-as-API Approach: Instead of direct tool calls, present MCP servers as code APIs (e.g., TypeScript modules) that agents can import and call programmatically, reducing the example workflow from 150k to 2k tokens (98.7% savings).\n\n3. Progressive Tool Discovery: Use filesystem exploration or search_tools functions to load only the tool definitions needed for the current task, rather than loading everything upfront into context. This solves so many context rot and token overload problems.\n\n4. In-Environment Data Processing: Filter, transform, and aggregate data within the code execution environment before passing results to the model. E.g., filter 10,000 spreadsheet rows down to 5 relevant ones.\n\n5. Better Control Flow: Implement loops, conditionals, and error handling with native code constructs rather than chaining individual tool calls through the agent, reducing latency and token consumption.\n\n6. Privacy: Sensitive data can flow through workflows without entering the model's context; only explicitly logged/returned values are visible, with optional automatic PII tokenization.\n\n7. State Persistence: Agents can save intermediate results to files and resume work later, enabling long-running tasks and incremental progress tracking.\n\n8. Reusable Skills: Agents can save working code as reusable functions (with SKILL .MD documentation), building a library of higher-level capabilities over time.\n\nThis approach is complex and it's not perfect, but it should enhance the efficiency and accuracy of your AI agents across the board.\n\nanthropic. com/engineering/code-execution-with-mcp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[136,146]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986118895108002012","view_count":11456,"bookmark_count":36,"created_at":1762362619000,"favorite_count":44,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Confidence is everything when building great software.\n\nLove how Yansu is approaching this.\n\nYansu is a new AI coding platform built by @isoformai for serious and complex software development.\n\nIt puts scenario simulation before coding.\n\nHere is the sauce: https://t.co/GSPmLAr09r","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1985755284527010167","quoted_status_permalink":{"url":"https://t.co/94DayvkGsO","expanded":"https://twitter.com/cognition/status/1985755284527010167","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1986078529641975809","view_count":10506,"bookmark_count":28,"created_at":1762352995000,"favorite_count":61,"quote_count":0,"reply_count":5,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986078529641975809","full_text":"Code understanding is a huge unlock for devs building with coding agents. \n\nWindsurf Codemaps is an exciting feature and a good example of what effective and automatic context engineering looks like.\n\nThis really has the potential to unleash 10x AI engineers. https://t.co/gRkHxdSMmx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2173922899","name":"Shubham Desale","screen_name":"Shubham_dd","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Shubham_dd","lang":"en","retweeted":false,"fact_check":null,"id":"1986140364860805600","view_count":5139,"bookmark_count":0,"created_at":1762367738000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@Shubham_dd Yeah I think I read that too.","in_reply_to_user_id_str":"2173922899","in_reply_to_status_id_str":"1986137343393472532","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"723459461751418880","name":"Adam Dittrich","screen_name":"AdamDittrichOne","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"AdamDittrichOne","lang":"en","retweeted":false,"fact_check":null,"id":"1986181460055728423","view_count":3585,"bookmark_count":0,"created_at":1762377536000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@AdamDittrichOne I am working on some new material to make all of these context engineering approaches and MCP building more accessible. More soon.","in_reply_to_user_id_str":"723459461751418880","in_reply_to_status_id_str":"1986157072690389145","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/491WwY7","expanded_url":"https://bit.ly/491WwY7","url":"https://t.co/tM2N0plpAc","indices":[250,273]}],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[49,59]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986119200822468838","view_count":3986,"bookmark_count":6,"created_at":1762362692000,"favorite_count":18,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Don't just take my word for it.\n\nWith Yansu, the @isoformai team is already helping mid-market enterprise clients cut time to value by 83%.\n\nIt has saved up to $100,000 per project.\n\nAnd even helped teams recover 3-6 months of revenue.\n\nTry it here: https://t.co/tM2N0plpAc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986119188600197486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":913,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439248745275577","view_count":50988,"bookmark_count":636,"created_at":1762438997000,"favorite_count":429,"quote_count":0,"reply_count":23,"retweet_count":48,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Building MCP tools for LLMs is a standout AI skill today.\n\nI just launched a short, hands-on lab to help everyone build their first MCP server and integrate it with AI tools like ChatGPT and Claude.\n\nAnyone (even non-technical people) will find the lab useful.\n\nWhat you will learn:\n\n- How to index your data into Pinecone (popular vector store)\n- Build an MCP server in n8n on top of the data source\n- Build and connect an agentic search tool that efficiently retrieves data from your Pinecone datasource\n- And connect and test your MCP server and tools inside ChatGPT and Claude\n\nLearn it once and scale it to your projects and any domain.\n\nCertificate of completion available!\n\nFull breakdown, dataset, n8n workflows, and prompts provided in the course. Link in the comments 👇","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986568278605521009","view_count":54689,"bookmark_count":381,"created_at":1762469760000,"favorite_count":391,"quote_count":4,"reply_count":35,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"Claude Code + Bash + Skills is all you need!\n\nJokes aside, after playing around with a couple of computer-using agents, I gave up on them. \n\nThey are heavily optimized for clicking on common buttons and interfaces (e.g., order delivery), but suck at actual creative work like writing, editing, formatting, etc.\n\nI decided to move those workflows to Claude Code + Skills. I wasn't so hopeful because, unlike other tasks, creative tasks benefit from visual cues, hence the strong urge to use computer-using agents. \n\nNight and day! \n\nTurns out Claude Code + bash + Skills is all I needed for the creative work I was trying to get done with computer-use agents for months. \n\nFor some of these creative workflows, it has helped to build small apps to establish visual awareness for both my and CC's context. I guess that's where vibe coding comes into play. \n\nMy Skills use cases continue to grow. I think it has the potential to remain for a very long time. \n\nClaude Code now supports about 80% of all my workflows (from vibe coding to writing to research). And I couldn't be happier and more productive.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEnZB0a","indices":[242,265]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986222200878215332","view_count":14725,"bookmark_count":47,"created_at":1762387249000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"MCP, when used correctly with AI agents, is extremely high-leverage. \n\nTo make MCP more approachable, I just launched our first course on the topic. \n\nAs the name implies, anyone can take and find this short course useful. Check it out here: https://t.co/yMwUEnZB0a","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986099467914023194","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1986222334504558940","view_count":9394,"bookmark_count":8,"created_at":1762387281000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"We are diving deep into MCP in the academy, and we have a huge lineup of content, courses, and tools to learn more advanced MCP design patterns, including the one posted by Anthropic.\n\nWe are just touching the surface of what's possible with MCP and how to leverage it in AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986222200878215332","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1986506193943044222","view_count":4167,"bookmark_count":2,"created_at":1762454958000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1986503927857033453","full_text":"@OfficialLoganK Oh nice! I have cool idea how for how to use this. This is exactly I was looking for today. Video tutorial dropping soon!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1986503927857033453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1986560488164237696","view_count":2413,"bookmark_count":0,"created_at":1762467903000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986503070734557568","full_text":"What a legend! Very fortunate to have crossed paths, even if it lasted a short time. \n\nWhen I think of PyTorch, I think of you.\nThat's how big your impact has been.\n\nI still remember meeting you at the first-ever PyTorch conference and asking for your thoughts on building more educational content around PyTorch. I didn't have the confidence and thought you would see it as a waste of time.\n\nIn fact, you approached me, which was kind of an amazing experience, given that I was just a beginner (foreign PhD student) and had not really gotten into the PyTorch/AI education in depth. That gave me a boost of confidence. \n\nAnd it also told me that PyTorch was a special community. Heck, I even wrote my entire thesis codebase on PyTorch and onboarded 100s of other students to use it, so thank you!\n\nThanks for all the dedication. Very inspiring. \nI am sure you will find something new that continues to keep you on the edge. 👏","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1986503070734557568","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEo08PI","indices":[18,41]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439260736811422","view_count":4097,"bookmark_count":37,"created_at":1762439000000,"favorite_count":22,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Get started here: https://t.co/yMwUEo08PI","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986439248745275577","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1177948663022325760","name":"Seth Hobson","screen_name":"TraderAegis","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"TraderAegis","lang":"en","retweeted":false,"fact_check":null,"id":"1986579464738738609","view_count":792,"bookmark_count":0,"created_at":1762472427000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"@TraderAegis I haven’t had the time to bundle things into plugins yet but will be exploring in the coming days.","in_reply_to_user_id_str":"1177948663022325760","in_reply_to_status_id_str":"1986573040432410957","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,88],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1725136792347688960","name":"Eddie Otudor","screen_name":"eddieabasi","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"eddieabasi","lang":"en","retweeted":false,"fact_check":null,"id":"1986428393169031448","view_count":1407,"bookmark_count":0,"created_at":1762436409000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@eddieabasi I don’t think so. I think it is a case of not engineering enough around MCP.","in_reply_to_user_id_str":"1725136792347688960","in_reply_to_status_id_str":"1986423755154071604","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":327,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986831275144138756","view_count":29348,"bookmark_count":312,"created_at":1762532464000,"favorite_count":327,"quote_count":5,"reply_count":18,"retweet_count":50,"user_id_str":"3448284313","conversation_id_str":"1986831275144138756","full_text":"Unlocking the Power of Multi-Agent LLM for Reasoning\n\nDesigning and optimizing multi-agent systems is important.\n\nThis paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.\n\nThey find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.\n\nThis is something that happens very often and that you might not want in your design.\n\nTo address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.\n\nExperiments show that this framework mitigates the lazy‐agent issue and improves performance.\n\nWhy you should care:\n\n1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.\n\n2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.\n\n3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.\n\n4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.\n\nPaper: arxiv. org/abs/2511.02303","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":1796,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987167737639325886","view_count":163112,"bookmark_count":3358,"created_at":1762612683000,"favorite_count":1796,"quote_count":7,"reply_count":39,"retweet_count":251,"user_id_str":"3448284313","conversation_id_str":"1987167737639325886","full_text":"The most effective AI Agents are built on these core ideas.\n\nIt's what powers Claude Code.\n\nIt's referred to as the Claude Agent SDK Loop, which is an agent framework to build all kinds of AI agents.\n\n(bookmark it)\n\nThe loop involves three steps:\n\nGathering Context: Use subagents (parallelize them for task efficiency when possible), compact/maintain context, and leverage agentic/semantic search for retrieving relevant context for the AI agent. Hybrid search approaches work really well for domains like agentic coding.\n\nTaking Action: Leverage tools, prebuilt MCP servers, bash/scripts (Skills have made it a lot easier), and generate code to take action and retrieve important feedback/context for the AI agent. Turns out you can also enhance MCP and token usage through code execution and routing, similar to how LLM routing increases efficiency in AI Agents.\n\nVerifying Output: You can define rules to verify outputs, enable visual feedback (this becomes increasingly important in multimodal problems), and consider LLM-as-a-Judge to verify quality based on fuzzy rules. Some problems will require visual cues and other forms of input to perform well. Don't overcomplicate the workflow (eg, use computer-using agents when a simple Skill with clever scripts will do).\n\nThis is a clean, flexible, and solid framework for how to build and work with AI agents in all kinds of domains.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":1971,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987536982776676651","view_count":226184,"bookmark_count":1287,"created_at":1762700718000,"favorite_count":1919,"quote_count":7,"reply_count":78,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"Kimi K2 Thinking is a bigger deal than I thought!\n\nI just ran a quick eval on a deep agent I built for customer support.\n\nIt's on par with GPT-5; no other LLM has reached this level of agentic, orchestration, and reasoning capabilities.\n\nHuge for agentic and reasoning tasks. https://t.co/tW3BYThgPf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/deep-a…","expanded_url":"https://dair-ai.thinkific.com/courses/deep-ai-agents","url":"https://t.co/uJYiLObMGc","indices":[124,147]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987565901407805710","view_count":8641,"bookmark_count":26,"created_at":1762707612000,"favorite_count":34,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I will be sharing more on model comparisons, insights, and results in my upcoming cohort for building effective AI Agents.\n\nhttps://t.co/uJYiLObMGc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987536982776676651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1987567082150547532","view_count":1077,"bookmark_count":1,"created_at":1762707894000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@SrinivasValekar this test was on a customer support agentic system, but i think the agent coding use case will be interesting too. on it","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1987539306987360651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,290],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"246702792","name":"Marko","screen_name":"markojak_","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"markojak_","lang":"en","retweeted":false,"fact_check":null,"id":"1987566536198848969","view_count":2799,"bookmark_count":0,"created_at":1762707764000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I think most of what we teach can be transferred easily into other frameworks. In my experience, when teaching this stuff, the framework shouldn't matter. I try to focus on the framework and systematic approach, as there are so many great frameworks out there. But I am currently working on the AI SDK and will start doing some live build sessions on it soon.","in_reply_to_user_id_str":"246702792","in_reply_to_status_id_str":"1987565408883196229","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1744438366811164673","name":"JK","screen_name":"_junaidkhalid1","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"_junaidkhalid1","lang":"en","retweeted":false,"fact_check":null,"id":"1987566609750253770","view_count":2598,"bookmark_count":1,"created_at":1762707781000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@_junaidkhalid1 evals, evals, evals","in_reply_to_user_id_str":"1744438366811164673","in_reply_to_status_id_str":"1987551740607308248","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823754079761522690","name":"AKHIL","screen_name":"Akhi_l__","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"Akhi_l__","lang":"en","retweeted":false,"fact_check":null,"id":"1987566777082012049","view_count":1107,"bookmark_count":0,"created_at":1762707821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@Akhi_l__ error was from another model","in_reply_to_user_id_str":"1823754079761522690","in_reply_to_status_id_str":"1987564515471630339","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1258411122203308035","name":"🐈qeel🍉","screen_name":"catqeel","indices":[0,8]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}]},"favorited":false,"in_reply_to_screen_name":"catqeel","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987576099325280621","view_count":1761,"bookmark_count":2,"created_at":1762710044000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I was actually doing that today. Not getting the same results, but I am not sure if these are comparable. \n\nI think the ability to perform 200-300 sequential tool calls (without human interference) might be contributing to the great results I am getting. Will dig further in the coming days.","in_reply_to_user_id_str":"1258411122203308035","in_reply_to_status_id_str":"1987573529886527629","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1748708055951568896","name":"devloper harsh","screen_name":"devloper_hs","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"devloper_hs","lang":"en","retweeted":false,"fact_check":null,"id":"1987570639579042125","view_count":1424,"bookmark_count":1,"created_at":1762708742000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@devloper_hs Was using the one from OpenRouter","in_reply_to_user_id_str":"1748708055951568896","in_reply_to_status_id_str":"1987569297192038856","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"10667972","name":"Rhys","screen_name":"RhysSullivan","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"RhysSullivan","lang":"en","retweeted":false,"fact_check":null,"id":"1987567893689839635","view_count":1001,"bookmark_count":0,"created_at":1762708087000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987448208277320003","full_text":"Looks cool. This reminds me of one of my favorite new additions to Claude Code - questions pop up to get clarifications during planning, where I often just select from the multiple choice options. On rare occasions, I need to ask it to do something different. I like the interface a lot.","in_reply_to_user_id_str":"10667972","in_reply_to_status_id_str":"1987448208277320003","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":639,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987900645031252298","view_count":48850,"bookmark_count":324,"created_at":1762787421000,"favorite_count":261,"quote_count":1,"reply_count":28,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"This is a wild use case!\n\nI used Gamma + n8n to automatically generate a complete presentation on AI Agents research.\n\nIn just minutes!\n\nIt combines web search (for research), GPT-5 (narrative), and Gamma (for slide content generation).\n\nFull workflow breakdown below 👇 https://t.co/4J9zM8tpuA","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987536982776676651","quoted_status_permalink":{"url":"https://t.co/QFXmcoq6Z2","expanded":"https://twitter.com/omarsar0/status/1987536982776676651","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987912692099682399","view_count":32080,"bookmark_count":169,"created_at":1762790294000,"favorite_count":330,"quote_count":0,"reply_count":26,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1987912692099682399","full_text":"It turns out that Kimi K2 Thinking is also a beast at deep research. \n\nIt can run 200-300 tool requests for impressive multi-agent capabilities. \n\nWould you like to see a code example of it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1987900645031252298?s=20","url":"https://t.co/NTHpDarleD","indices":[94,117]}],"user_mentions":[{"id_str":"1319250540480598026","name":"Grant Lee","screen_name":"thisisgrantlee","indices":[0,15]},{"id_str":"1142210344678379520","name":"Sarah Wang","screen_name":"sarahdingwang","indices":[16,30]},{"id_str":"64844802","name":"a16z","screen_name":"a16z","indices":[31,36]}]},"favorited":false,"in_reply_to_screen_name":"thisisgrantlee","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1987900645031252298","quoted_status_permalink":{"url":"https://t.co/NTHpDarleD","expanded":"https://x.com/omarsar0/status/1987900645031252298?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987905623204233270","view_count":4174,"bookmark_count":14,"created_at":1762788608000,"favorite_count":22,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987880600661889356","full_text":"@thisisgrantlee @sarahdingwang @a16z Gamma is awesome! Thanks for allowing me to test it out. https://t.co/NTHpDarleD","in_reply_to_user_id_str":"1319250540480598026","in_reply_to_status_id_str":"1987880600661889356","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900657161117831","view_count":1100,"bookmark_count":1,"created_at":1762787424000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"1/ THE PROBLEM:\n\nCreating visual content is time-consuming. Research takes hours. Writing requires deep focus. Design demands specialized skills.\n\nWhat if AI could handle the entire pipeline?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900645031252298","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900669051998301","view_count":1031,"bookmark_count":1,"created_at":1762787427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"2/ THE SOLUTION:\n\nAn n8n workflow that orchestrates Tavily for web research, GPT-5 for storytelling, Gamma for visual generation, and Google Sheets for tracking.\n\nYou provide a topic and audience. The system outputs a LinkedIn-ready carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900657161117831","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900680959611015","view_count":965,"bookmark_count":1,"created_at":1762787430000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"3/ ARCHITECTURE:\n\nThe n8n workflow starts with form input, then searches the web using Tavily, generates a narrative with GPT-5, and creates visuals through the Gamma API.\n\nEach step feeds into the next, creating a seamless pipeline from raw research to a polished presentation.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900669051998301","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900692703666435","view_count":849,"bookmark_count":1,"created_at":1762787433000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"4/ WEB RESEARCH AND NARRATIVE GENERATION\n\nTavily handles the research part.\n\nGPT-5 handles the narrative.\n\nAnd Gamma makes the magic happen -- it creates a professional and polished carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900680959611015","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900704707813453","view_count":782,"bookmark_count":1,"created_at":1762787436000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"5/ VISUAL GENERATION\n\nGamma API takes the narrative and generates a scroll-friendly carousel with engaging headlines, professional design, and relevant imagery using Imagen 4 Pro.\n\nIt specifies 10 cards in social format with custom instructions tailored to your target platform.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900692703666435","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900716623736849","view_count":787,"bookmark_count":1,"created_at":1762787438000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"6/ WORKFLOW BENEFITS:\n\nTime goes from hours to minutes.\n\nQuality remains high with researched content and visual polish. You can also refine everything in the Gamma UI.\n\nPerfect for content creators and technical communicators who need to scale their output.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900704707813453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900728527253601","view_count":3764,"bookmark_count":1,"created_at":1762787441000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"7/ USE CASES:\n\nThis workflow is perfect for daily research summaries, weekly newsletters, community content, marketing materials, and educational content.\n\nIt targets visual learners who consume content efficiently and need professional-looking presentations quickly.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900716623736849","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900740401352832","view_count":6941,"bookmark_count":4,"created_at":1762787444000,"favorite_count":9,"quote_count":0,"reply_count":48,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"8/ GIVEAWAY\n\nI am sharing the full n8n workflow JSON and video walkthrough.\n\nComment Gamma & I’ll DM it to you.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900728527253601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":2432,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[253,262]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988236096195776683","view_count":87384,"bookmark_count":758,"created_at":1762867399000,"favorite_count":697,"quote_count":1,"reply_count":45,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"Hey, AI Devs!\n\nDon't sleep on the new Gemini File Search API!\n\nFeels like the easiest way to build agentic RAG systems.\n\nI built a little MCP server to analyze codebases with semantic search (Gemini File Search) & agentic search.\n\nFun chatting with @karpathy's nanochat project. https://t.co/cZfXdL6Us0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1988269255604007275","view_count":130026,"bookmark_count":2021,"created_at":1762875305000,"favorite_count":1472,"quote_count":6,"reply_count":64,"retweet_count":138,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"This simple Claude Code hack has reduced token usage by ~90%.\n\nIt adopts the \"Code Execution with MCP\" concept published by Anthropic.\n\nRemove preloaded MCP tools from context and use Python to execute tools via bash instead.\n\nBTW, this can be optimized much further.\n\nInsane! https://t.co/17j2dN6oor","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276885722460207","view_count":13185,"bookmark_count":77,"created_at":1762877124000,"favorite_count":95,"quote_count":0,"reply_count":9,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"ElevenLabs just released Scribe v2 Realtime — their fastest, most accurate real-time Speech-to-Text model.\n\nUltra-low latency, streaming support, and 90 languages.\n\nI use their API, and believe this is huge for building live voice agents and personal AI assistants.\n\nMore below: https://t.co/VLKsSQgF7U","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,121],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[87,102]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988237435671556505","view_count":3771,"bookmark_count":4,"created_at":1762867718000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy The best part is that at this moment, you only pay for indexing. \n\nThanks to @OfficialLoganK and team for this. https://t.co/bW7XahaEzU","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988236096195776683","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988270477005967417","view_count":11052,"bookmark_count":8,"created_at":1762875596000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"For this test, I used a prebuilt py script, but ultimately, what I want is for the agent (in this case, Claude Code) to generate whatever code it needs to execute the right sequence of tools. The best part is that we avoid context bloat. It keeps CC more focused on what matters.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988271135054536967","view_count":11340,"bookmark_count":6,"created_at":1762875753000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"I also tested with a setup where the MCP server runs in another agent environment, like Gemini CLI or Codex. \n\nAgain, it keeps Claude Code (the main coding agent I use) more focused and offloads MCP-related tasks to Codex via Bash. The bad part is that Codex can be too verbose (ie, thinking) and that takes up the context window in CC.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988270477005967417","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988238506070581265","view_count":4124,"bookmark_count":6,"created_at":1762867974000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK I also like the logs view in Google AI Studio. I show it towards the end of the clip. \n\nIt gives me a good understanding of what happened on each request. \n\nWorking on something to let folks try it out. https://t.co/KjFspmemsD","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988237435671556505","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988239178165879189","view_count":3929,"bookmark_count":3,"created_at":1762868134000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK As for the agent orchestration that's powering the MCP server, I am using the AI SDK v6 for the agentic loop. \n\nIt allows both semantic search via Gemini's File Search and keyword search over files. \n\nI am finding that having both forms of search makes it more robust.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988238506070581265","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,148],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988242251894444146","view_count":5730,"bookmark_count":2,"created_at":1762868867000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK The inspiration behind the MCP server is that I want to be able to use it everywhere -- Claude, ChatGPT, Claude Code, etc.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988239178165879189","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,306],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988244779029692491","view_count":6160,"bookmark_count":7,"created_at":1762869469000,"favorite_count":9,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"It's crazy to me how tedious it can be to build a RAG system today.\n\nAll the setup required for it is insane.\n\nThis File Search API simplifies everything. Now I can focus on the agent harness and context engineering that takes a bit of time to get right, but is important for user experience.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988242251894444146","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988250127635521667","view_count":955,"bookmark_count":0,"created_at":1762870744000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy In my todo already. :)","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988249861406498994","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988261355762139157","view_count":803,"bookmark_count":1,"created_at":1762873421000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy I will share more on this soon. The MCP stuff was just an easy way to showcase the File Search API at work, but there are actually many new implementation details I have baked into the MCP component.","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988260490057830774","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,299],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70540032","name":"Ilyas Iqbal","screen_name":"ilyasiqbal","indices":[0,11]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[12,21]}]},"favorited":false,"in_reply_to_screen_name":"ilyasiqbal","lang":"en","retweeted":false,"fact_check":null,"id":"1988241656420639194","view_count":604,"bookmark_count":0,"created_at":1762868725000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@ilyasiqbal @karpathy For now, it's super basic. Just a system prompt to encourage using both semantic search + keyword search over codebases. I am interested in exploring where one is better than the other and when both are helpful. So far, for larger codebases, it's great to have semantic search.","in_reply_to_user_id_str":"70540032","in_reply_to_status_id_str":"1988237339240362466","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1767299461561122816","name":"Hashgraph Online DAO","screen_name":"HashgraphOnline","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"HashgraphOnline","lang":"en","retweeted":false,"fact_check":null,"id":"1988241100964851974","view_count":598,"bookmark_count":0,"created_at":1762868592000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@HashgraphOnline @karpathy It works great on large codebases. More efficient than regular keyword/grep search. For now, I am using simple similarity metrics, but this can be tuned further.\n\nI combine both semantic + keyword search. It's working great so far. More testing is required.","in_reply_to_user_id_str":"1767299461561122816","in_reply_to_status_id_str":"1988239673718698142","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2185373790","name":"El Controlador de Obra","screen_name":"control_de_obra","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"control_de_obra","lang":"en","retweeted":false,"fact_check":null,"id":"1988250265053466986","view_count":401,"bookmark_count":0,"created_at":1762870777000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@control_de_obra @karpathy Too complicated.","in_reply_to_user_id_str":"2185373790","in_reply_to_status_id_str":"1988248797508497876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/app/speech-to-…","expanded_url":"https://elevenlabs.io/app/speech-to-text","url":"https://t.co/pZvBD99yGQ","indices":[100,123]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276960083263894","view_count":2286,"bookmark_count":6,"created_at":1762877142000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Enterprise-ready out of the box:\n\n✓ SOC 2, PCI, HIPAA compliant\n✓ EU data residency\n\nTry it today → https://t.co/pZvBD99yGQ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276947353530395","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276904332570974","view_count":255,"bookmark_count":2,"created_at":1762877129000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Real-time performance that actually works:\n\n• Partial transcriptions in milliseconds\n• Stream audio chunks\n• Multiple formats: PCM (8-48kHz) + µ-law\n• WER of 5-10% in English and major EU languages\n\nEarly tests show it outperforms Deepgram and AssemblyAI. https://t.co/erT6Wl60II","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276885722460207","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276916772892725","view_count":388,"bookmark_count":0,"created_at":1762877132000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Scribe v2 Realtime is designed for builders:\n\n• Voice Activity Detection for automatic speech segmentation\n• Manual commit control for full transcript precision\n• Speaker diarization via manual commit (auto diarization coming)\n• Stream as you capture — no buffering delays","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276904332570974","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276928651088191","view_count":411,"bookmark_count":2,"created_at":1762877134000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Why this matters for AI agents:\n\nReal-time STT is the bottleneck in conversational AI. Most models optimize for accuracy OR speed.\n\nScribe v2 Realtime achieves low latency, high accuracy, and cost-efficient inference.\n\nPerfect for live agents, call centers, and meeting assistants.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276916772892725","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,227],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/docs/capabilit…","expanded_url":"https://elevenlabs.io/docs/capabilities/speech-to-text","url":"https://t.co/6adJhOQsmm","indices":[204,227]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276947353530395","view_count":3623,"bookmark_count":3,"created_at":1762877139000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Currently in alpha and available via API (scribe_v2_realtime).\n\nIf you're building voice-driven AI apps, this is the model to test.\n\nIntegration into ElevenLabs Agents is coming soon.\n\nDocs + API access: https://t.co/6adJhOQsmm https://t.co/9E28h9leZK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276928651088191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/ai-age…","expanded_url":"https://dair-ai.thinkific.com/courses/ai-agents-workshops","url":"https://t.co/64C8UmZq7j","indices":[206,229]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988271772328755464","view_count":12579,"bookmark_count":19,"created_at":1762875905000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"Will share more of my findings as I keep experimenting and finding more optimal setups with my coding agents. \n\nI am also sharing more details of these findings in my live workshops for my academy members: https://t.co/64C8UmZq7j\n\nStay tuned!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271135054536967","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276682931720593","view_count":9946,"bookmark_count":10,"created_at":1762877076000,"favorite_count":19,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"BTW, something you may have noticed from my timeline recently is an increase in experiments and tools I am able to build.\n\nThis is months of tuning Claude Code with proper Skills, subagents, and MCP tools that help with optimizing workflows, code understanding, and code execution.\n\nAnd I feel like this is just touching the surface. Claude Code finally feels like a truly intelligent coding assistant.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271772328755464","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600322117714722816","name":"Jason Byteforge","screen_name":"jmazzahacks","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"jmazzahacks","lang":"en","retweeted":false,"fact_check":null,"id":"1988335256001540306","view_count":3784,"bookmark_count":0,"created_at":1762891041000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@jmazzahacks Sure you can build MCP servers like that. But the point here is that you don’t preload MCP tools to the client which in this case is Claude Code. This saves a lot on token usage.","in_reply_to_user_id_str":"1600322117714722816","in_reply_to_status_id_str":"1988334402523570658","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1988330118474068186","view_count":568,"bookmark_count":0,"created_at":1762889816000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988324110762734054","full_text":"@realmadhuguru 💯 so much opportunity here. I think the same applies to research. It’s about asking good research questions.","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1988324110762734054","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,92],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtu.be/-nbHJzLpt18","expanded_url":"https://youtu.be/-nbHJzLpt18","url":"https://t.co/DpFM0NM2JS","indices":[69,92]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988256041184670091","view_count":5558,"bookmark_count":12,"created_at":1762872154000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"If you haven't received it, find the full video + n8n workflow here: https://t.co/DpFM0NM2JS","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900740401352832","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":653,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,283],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988304740460183739","quoted_status_permalink":{"url":"https://t.co/yXa38AGq7h","expanded":"https://twitter.com/RickLamers/status/1988304740460183739","display":"x.com/RickLamers/sta…"},"retweeted":false,"fact_check":null,"id":"1988610595793612894","view_count":24771,"bookmark_count":124,"created_at":1762956687000,"favorite_count":152,"quote_count":1,"reply_count":6,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1988610595793612894","full_text":"I use Claude Code + Skills to optimize my MCP tool prompts.\n\nClaude Code is great at optimizing with the right context, tools, logs, filesystem,...\n\nStarting to think there'll be no need for fancy algos, they just get generated on the fly, powered by code generation & execution.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988606978541920307","view_count":40692,"bookmark_count":327,"created_at":1762955824000,"favorite_count":435,"quote_count":4,"reply_count":29,"retweet_count":76,"user_id_str":"3448284313","conversation_id_str":"1988606978541920307","full_text":"We are just scratching the surface of using AI for major discoveries.\n\nAnd no, LLMs are not dead.\n\nAlphaResearch tackles a fundamental challenge: can LLMs discover truly novel algorithms that push beyond existing human knowledge?\n\nPrevious approaches like AlphaEvolve rely solely on code execution (technically correct but potentially uninteresting solutions), while pure idea-generation systems produce creative concepts that may be computationally infeasible.\n\nAlphaResearch solves this by combining execution-based verification with a reward model (AlphaResearch-RM-7B) trained on 24K ICLR peer-review records, creating a \"dual research environment\" that ensures both feasibility and innovation.\n\nOn the circle-packing problem, it discovered an algorithm achieving 2.939 total radii (n=32), surpassing the best human solution (2.936) and AlphaEvolve (2.937).\n\nIt might not look like a big deal, but this demonstrates the potential of LLMs that can autonomously produce genuinely novel, state-of-the-art algorithms.\n\nThis is significant because it shows AI can actively advance the frontiers of human research, not just reproduce existing knowledge.\n\narxiv. org/abs/2511.08522","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988626951011971521","view_count":7368,"bookmark_count":5,"created_at":1762960586000,"favorite_count":51,"quote_count":1,"reply_count":9,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1988626951011971521","full_text":"The best part I like about Claude Code today is this.\n\nI don't have to wait for fancy new features.\n\nIn its current state, it already allows me to build whatever I want. Hope this essence is kept.\n\nResearch, optimization, evals, writing, coding, and the list goes on and on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1681349314797240320","name":"OpenRouter","screen_name":"OpenRouterAI","indices":[0,13]},{"id_str":"1449556875213684740","name":"Apple Lamps","screen_name":"lamps_apple","indices":[14,26]}]},"favorited":false,"in_reply_to_screen_name":"OpenRouterAI","lang":"en","retweeted":false,"fact_check":null,"id":"1988611415347957782","view_count":79,"bookmark_count":1,"created_at":1762956882000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988609657758490908","full_text":"@OpenRouterAI @lamps_apple that's fire!","in_reply_to_user_id_str":"1681349314797240320","in_reply_to_status_id_str":"1988609657758490908","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988614109605044614","view_count":5481,"bookmark_count":6,"created_at":1762957525000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"People were asking how the diagram was created. It's a mermaid sequence diagram, which either Windsurf or Claude Code can generate the first draft. Labels are a bit tricky for LLMs, but you can manually revise and tune them. It's not perfect, but these can take a bit of time if you try creating them from scratch.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"473037001","name":"David Stevens","screen_name":"stevewdavens","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"stevewdavens","lang":"en","retweeted":false,"fact_check":null,"id":"1988647295345463371","view_count":1286,"bookmark_count":0,"created_at":1762965437000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@stevewdavens Full-time CLI user now. :)","in_reply_to_user_id_str":"473037001","in_reply_to_status_id_str":"1988645638092083647","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980333288951803905","name":"John Krakov","screen_name":"JohnKrakbtc","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JohnKrakbtc","lang":"en","retweeted":false,"fact_check":null,"id":"1988610925193294336","view_count":1336,"bookmark_count":0,"created_at":1762956765000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@JohnKrakbtc Just started to play around with the idea. Will be sharing any findings around these other issues.","in_reply_to_user_id_str":"1980333288951803905","in_reply_to_status_id_str":"1988608860324823494","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1191207924","name":"Erik Bernhardsson","screen_name":"bernhardsson","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"bernhardsson","lang":"en","retweeted":false,"fact_check":null,"id":"1988663775403340187","view_count":518,"bookmark_count":0,"created_at":1762969366000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988647374605131837","full_text":"@bernhardsson Lots of ways to innovate in this space.","in_reply_to_user_id_str":"1191207924","in_reply_to_status_id_str":"1988647374605131837","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"911297187664949248","name":"Jeff Dean","screen_name":"JeffDean","indices":[0,9]},{"id_str":"796092645193846784","name":"Waymo","screen_name":"Waymo","indices":[10,16]}]},"favorited":false,"in_reply_to_screen_name":"JeffDean","lang":"en","retweeted":false,"fact_check":null,"id":"1988691441414205622","view_count":1137,"bookmark_count":0,"created_at":1762975962000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988674389773357077","full_text":"@JeffDean @Waymo That awesome!","in_reply_to_user_id_str":"911297187664949248","in_reply_to_status_id_str":"1988674389773357077","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1571915464854409216","name":"Eden Yav","screen_name":"yavnun","indices":[0,7]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[8,17]}]},"favorited":false,"in_reply_to_screen_name":"yavnun","lang":"en","retweeted":false,"fact_check":null,"id":"1988665646280999132","view_count":66,"bookmark_count":0,"created_at":1762969812000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@yavnun @karpathy I am just leveraging Gemini for the Gemini File Search stuff. I built the agentic part with AI SDK so I can use any of the models they support.","in_reply_to_user_id_str":"1571915464854409216","in_reply_to_status_id_str":"1988664712264048915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":1112,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[0,264],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988974710592516454","view_count":53372,"bookmark_count":410,"created_at":1763043499000,"favorite_count":553,"quote_count":3,"reply_count":26,"retweet_count":55,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"Kimi K2 Thinking is impressive.\n\nSo I built a multi-agent deep researcher, Kimi Deep Researcher.\n\nIt generates long research reports on any topic, powered by subagents (web searcher, analyzer, and synthesizer).\n\nIt can do 100s of tool calls per session. Repo soon! https://t.co/A8dDswq77M","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989075862793449566","view_count":1186,"bookmark_count":24,"created_at":1763067615000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989075862793449566","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989081828678893837","view_count":41095,"bookmark_count":919,"created_at":1763069037000,"favorite_count":529,"quote_count":1,"reply_count":13,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989081828678893837","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\n(bookmark it)\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980945337327255552","name":"Tammy Sun","screen_name":"sun_tammy2025","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"sun_tammy2025","lang":"en","retweeted":false,"fact_check":null,"id":"1988986995301826826","view_count":306,"bookmark_count":0,"created_at":1763046427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@sun_tammy2025 Yes, I am working on a few more tests and cleaning up the code a bit. It's basically built on the idea of deep agents (orchestrator + subagents) like Claude Code, but for deep research.","in_reply_to_user_id_str":"1980945337327255552","in_reply_to_status_id_str":"1988986160987927036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"463176938","name":"John Baker","screen_name":"select_asterisk","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"select_asterisk","lang":"en","retweeted":false,"fact_check":null,"id":"1989029229833367851","view_count":214,"bookmark_count":0,"created_at":1763056497000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@select_asterisk it's leveraging openrouter but i will be testing what's possible on local","in_reply_to_user_id_str":"463176938","in_reply_to_status_id_str":"1989008096019247414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1371117855626956809","name":"Tim Smykov","screen_name":"timsmykov","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"timsmykov","lang":"en","retweeted":false,"fact_check":null,"id":"1988986064309018723","view_count":383,"bookmark_count":0,"created_at":1763046205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"It can support a bigger number of sequential tool calls which makes it ideal for long form generation like the deep research use case. I am barely scratching the surface with the current project. I feel like I can push this in many directions to improve research and report writing.","in_reply_to_user_id_str":"1371117855626956809","in_reply_to_status_id_str":"1988984255922467291","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989064442097856560","view_count":1825,"bookmark_count":0,"created_at":1763064892000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"For clarity, this whole project is built from scratch (i.e., no agent framework). I am using OpenRouter for access to the model. I haven't tested a local setup but it should be easy to get it to work like that.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988974710592516454","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,24],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54059018","name":"Xaumre","screen_name":"xaumre","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xaumre","lang":"en","retweeted":false,"fact_check":null,"id":"1989048053706494332","view_count":112,"bookmark_count":0,"created_at":1763060985000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@xaumre All from scratch","in_reply_to_user_id_str":"54059018","in_reply_to_status_id_str":"1989046485850186041","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"59803156","name":"Mehreen Omer","screen_name":"mehreen_omer","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mehreen_omer","lang":"en","retweeted":false,"fact_check":null,"id":"1988974390105825329","view_count":595,"bookmark_count":0,"created_at":1763043422000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@mehreen_omer Depends on the set up you are using. I can use either sub-agents, skills, or commands in Claude Code for control.","in_reply_to_user_id_str":"59803156","in_reply_to_status_id_str":"1988962094725886204","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":1757,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989350215175020682","view_count":60601,"bookmark_count":470,"created_at":1763133026000,"favorite_count":367,"quote_count":2,"reply_count":28,"retweet_count":26,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Finally solved my newsletter overload.\n\nI built my own Pulse feature for Claude Code.\n\nIt's a little / command that connects to a proactive agent (built with Claude Agent SDK) that works 24/7 to find breaking AI research.\n\nBetter than any newsletter and even my For You tab. https://t.co/abal4Q20Ms","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989368259817439576","view_count":35923,"bookmark_count":576,"created_at":1763137328000,"favorite_count":572,"quote_count":4,"reply_count":28,"retweet_count":119,"user_id_str":"3448284313","conversation_id_str":"1989368259817439576","full_text":"Efficient Self-Improving Agent Systems\n\nAgentEvolver lets AI agents improve themselves instead of requiring manual prompt tuning.\n\nThey use three core mechanisms: self-questioning, self-navigating, and self-attributing.\n\nAgents evaluate their own work, spot failures, and write better instructions for themselves.\n\nThis leads to a self-improvement loop capable of running without human oversight.\n\nShows better performance across benchmarks with less manual work.\n\nThis could change how we build production AI systems; agents that actually adapt on their own.\n\nAgentEvolver introduces a paradigm shift in how we build AI agents: instead of manually tuning prompts and instructions, the system enables agents to autonomously refine themselves through iterative self-assessment loops.\n\nThe framework works by having agents evaluate their own performance on tasks, identify where they failed or underperformed, and then generate improved behavioral instructions for the next iteration.\n\nThis creates a continuous evolution cycle where feedback from task execution directly enhances decision-making strategies without human intervention.\n\nThe results are impressive.\n\nAgents using this approach show measurable performance gains across diverse benchmarks compared to static configurations, all while reducing the overhead of constant manual optimization.\n\nIt's a promising step toward truly adaptive AI systems that can evolve their capabilities autonomously, transforming how we develop and deploy production agents.\n\nPaper: arxiv. org/abs/2511.10395","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989412054281982254","view_count":56499,"bookmark_count":551,"created_at":1763147769000,"favorite_count":639,"quote_count":3,"reply_count":26,"retweet_count":56,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Kimi Deep Research keeps getting better!\n\nI've been tuning it with one of my Claude Code skills. \n\nThe quality of the deep research reports Kimi K2 Thinking can generate is insane!\n\nJust look at the clip example.\n\nMore things to tune, but this is crazy good already. https://t.co/AZSpNoh905","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[31,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"50090898","name":"Google for Developers","screen_name":"googledevs","indices":[0,11]},{"id_str":"3167734591","name":"Visual Studio Code","screen_name":"code","indices":[12,17]},{"id_str":"923010104479252480","name":"Colaboratory","screen_name":"GoogleColab","indices":[18,30]}]},"favorited":false,"in_reply_to_screen_name":"googledevs","lang":"qme","retweeted":false,"fact_check":null,"id":"1989309219011531146","view_count":773,"bookmark_count":0,"created_at":1763123252000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989033099737407820","full_text":"@googledevs @code @GoogleColab 🚀","in_reply_to_user_id_str":"50090898","in_reply_to_status_id_str":"1989033099737407820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,30],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"601736770","name":"Aurimas Griciūnas","screen_name":"Aurimas_Gr","indices":[0,11]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}]},"favorited":false,"in_reply_to_screen_name":"Aurimas_Gr","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989442337391464687","view_count":412,"bookmark_count":1,"created_at":1763154989000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988972296262869238","full_text":"@Aurimas_Gr Important context: https://t.co/IiRieq0QSn","in_reply_to_user_id_str":"601736770","in_reply_to_status_id_str":"1988972296262869238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989415125678522788","view_count":3123,"bookmark_count":2,"created_at":1763148502000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There is a ton of good info in that generated report.\n\nHonestly, I had no expectations when I started to build this project from scratch. But I did have a bit of hope given the sequential tool calling capabilities of Kimi K2 Thinking.\n\nIt really unlocks advanced applications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989412054281982254","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[74,97]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989416139034956272","view_count":6052,"bookmark_count":8,"created_at":1763148743000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"You can see an example of reports generated by the previous version here: https://t.co/TByHsEEn3w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989415125678522788","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989417433245925645","view_count":7117,"bookmark_count":9,"created_at":1763149052000,"favorite_count":17,"quote_count":1,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Sidenote: I am just amazed by how effective Claude Code, in combination with skills, is at optimizing agentic workflows. It depends on the context, so give it the right logs and test scripts with bash and ask away. I am optimizing all my agents this way now. No more fancy tools, just decent code execution and clear specifications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989416139034956272","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989423185201160205","view_count":8989,"bookmark_count":2,"created_at":1763150423000,"favorite_count":11,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"As I was working with Claude Code to optimize this, it analyzed the last report generated, and it was super impressed with the length and quality. Its grade was A+, but obviously, it got too enthusiastic about it. The thing is, it has the logs/previous reports, and it can use them to compare and align with what I want.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989417433245925645","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1815114135325286400","name":"Envolate Industries","screen_name":"envolate","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"envolate","lang":"en","retweeted":false,"fact_check":null,"id":"1989413925373579486","view_count":846,"bookmark_count":0,"created_at":1763148215000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@envolate That's the vision here! :)","in_reply_to_user_id_str":"1815114135325286400","in_reply_to_status_id_str":"1989413448678265273","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1989417433245925645?s=20","url":"https://t.co/0Cp33Kkk5q","indices":[39,62]}],"user_mentions":[{"id_str":"3421446634","name":"Someguy","screen_name":"s0meguy1","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"s0meguy1","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1989417433245925645","quoted_status_permalink":{"url":"https://t.co/0Cp33Kkk5q","expanded":"https://x.com/omarsar0/status/1989417433245925645?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989417631137603664","view_count":576,"bookmark_count":2,"created_at":1763149099000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@s0meguy1 Just commented on that here: https://t.co/0Cp33Kkk5q","in_reply_to_user_id_str":"3421446634","in_reply_to_status_id_str":"1989416735301407166","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,244],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[221,244]}],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989413812852892008","view_count":854,"bookmark_count":4,"created_at":1763148189000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@theideogenesis It's based on an orchestrator + subagent framework I built from scratch. \n\nBut it's possible because of the sequential tool calling capabilities of Kimi K2 Thinking.\n\nI think people are sleeping on this.\n\nhttps://t.co/TByHsEEn3w","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1989412777640038523","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1989417949615321412","view_count":510,"bookmark_count":1,"created_at":1763149175000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@iamrobotbear work hard on it. lots of stuff happening in parallel but i will be sharing here once it's ready","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1989417654357299343","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"704057981952983044","name":"Margot Barault","screen_name":"MargotBarault","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"MargotBarault","lang":"en","retweeted":false,"fact_check":null,"id":"1989419846422196419","view_count":371,"bookmark_count":0,"created_at":1763149627000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@MargotBarault It's time to build! :)","in_reply_to_user_id_str":"704057981952983044","in_reply_to_status_id_str":"1989419644558741673","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1729788380152811520","name":"Orks AI","screen_name":"OrcsSandHive","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"OrcsSandHive","lang":"en","retweeted":false,"fact_check":null,"id":"1989442544351182939","view_count":280,"bookmark_count":0,"created_at":1763155039000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@OrcsSandHive what feels limited?","in_reply_to_user_id_str":"1729788380152811520","in_reply_to_status_id_str":"1989442329363587357","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823912294814007296","name":"JDizzy of course","screen_name":"the_real_jdizzy","indices":[0,16]},{"id_str":"889050642903293953","name":"DAIR.AI","screen_name":"dair_ai","indices":[17,25]}]},"favorited":false,"in_reply_to_screen_name":"the_real_jdizzy","lang":"en","retweeted":false,"fact_check":null,"id":"1989420334974734696","view_count":295,"bookmark_count":0,"created_at":1763149744000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@the_real_jdizzy @dair_ai Definitely good for being cheaper and faster, but to declare SOTA, I would have to run proper benchmarking. I am qualifying based on all these deep research solutions I have used, and I would rank the outputs in the top 3 as is. It's hard to get deep research results.","in_reply_to_user_id_str":"1823912294814007296","in_reply_to_status_id_str":"1989418835334894035","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989350228366155787","view_count":2914,"bookmark_count":5,"created_at":1763133029000,"favorite_count":16,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"It's blazing fast! The / command talks to my agent for already-generated reports.\n\nIt is fully customizable via endpoints.\n\nI can add and tune my preferences based on feedback.\n\nIt adapts to my evolving interests with its agentic capabilities.\n\nProactive agents are the future!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989352006885240898","view_count":2875,"bookmark_count":14,"created_at":1763133453000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"This is literally what my / command contains. \n\nThe real magic happens in that server that's powered by proactive agents (built with Claude Agent SDK).\n\nIt has memory, schedules to find new and relevant research, and saves them so that I can access them via /pulse. https://t.co/qybpn1vYJN","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350228366155787","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353046808396055","view_count":2943,"bookmark_count":2,"created_at":1763133701000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Just asking Claude Code to search/fetch papers from the web doesn't work. \n\nI built that little server because it tracks my new interests, preferences, and so on. It's running 24/7.\n\nAnd it's highly specialized to pull gems. \n\nIt's a great use case for the Claude Agent SDK.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989352006885240898","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353667137581431","view_count":3497,"bookmark_count":1,"created_at":1763133849000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I tried ChatGPT Pulse for months, and it doesn't work the way I want it.\n\nI think for these new AI experiences, personalization is key. Not sure ChatGPT is built for that now.\n\nAnd personalization has to be intuitive and seamless. I prefer what've built here. More updates soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353046808396055","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989356800869806359","view_count":4129,"bookmark_count":1,"created_at":1763134596000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I am fascinated by the new experiences that will emerge from all these new AI tools. \n\nI think the exploration space here is huge. \n\nI use the browser less now. 90%+ of my work now happens in the terminal.\n\nIf you can vibe code properly, you will be unstoppable.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353667137581431","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989362940244574426","view_count":6203,"bookmark_count":9,"created_at":1763136060000,"favorite_count":17,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"The curation capabilities of the agent are insanely good. \n\nCrazy because it can be optimized further.\n\nLike, I would probably never find these research papers/reports myself. \n\nThis is extremely exciting for me as a researcher. https://t.co/AENO8Tm3mZ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989356800869806359","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989375641699938523","view_count":4160,"bookmark_count":5,"created_at":1763139088000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"One lesson I have learned from building these personal projects is that today's AI models are so powerful to the point where you can reverse engineer any functionality these big LLM players are pushing out. This will only keep getting easier. I am going all in on building my own tools.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989362940244574426","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1989420978234171867","view_count":796,"bookmark_count":1,"created_at":1763149897000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@trq212 I figured there are many ways to do this, so I am playing around with the idea a bit more to see how I might share it for others to try. Concept is super green still. :)\n\nI saw your proactive agent post, and it inspired my curiosity.","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1989418623400907098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3005395139","name":"Mantas","screen_name":"stnkvcs","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"stnkvcs","lang":"en","retweeted":false,"fact_check":null,"id":"1989387137385410703","view_count":615,"bookmark_count":0,"created_at":1763141829000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Great question. I have been trying different schedules that optimize results, like every hour or something like that. I am actually using haiku-4.5 for this, so I can save on API calls. Indeed, the more it's used, the more expensive it can get. I have been doing a bit of context engineering to make it less costly than it currently is.","in_reply_to_user_id_str":"3005395139","in_reply_to_status_id_str":"1989383819150139818","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"80782442","name":"Senthil","screen_name":"vmsenthilkumar","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"vmsenthilkumar","lang":"en","retweeted":false,"fact_check":null,"id":"1989368050060292421","view_count":70,"bookmark_count":0,"created_at":1763137278000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@vmsenthilkumar I built a little external server with the core functionalities needed for the personalization.","in_reply_to_user_id_str":"80782442","in_reply_to_status_id_str":"1989364786732367914","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":750,"startTime":1763164800000,"endTime":1763251200000,"tweets":[{"bookmarked":false,"display_text_range":[0,180],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689354789556479","view_count":83362,"bookmark_count":1225,"created_at":1763213883000,"favorite_count":688,"quote_count":4,"reply_count":16,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"Another banger by Google!\n\nIt's a new technical guide on how to deploy, scale, and productionize AI Agents.\n\n(bookmark it)\n\nLove the emphasis of CI/CD and the Agent2Agent protocol. https://t.co/ubU9xlQPLJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"kaggle.com/whitepaper-pro…","expanded_url":"https://www.kaggle.com/whitepaper-prototype-to-production","url":"https://t.co/8xnZzIAOy8","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689367108149595","view_count":8239,"bookmark_count":88,"created_at":1763213886000,"favorite_count":39,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"https://t.co/8xnZzIAOy8","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989689354789556479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,81],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1989493287498256456","view_count":274,"bookmark_count":0,"created_at":1763167137000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@SrinivasValekar I have other plans at the moment but this is really early still.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1989488207671796086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[105,128]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989812809312735291","view_count":4367,"bookmark_count":18,"created_at":1763243317000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Due to popular demand, I will be showcasing some of these workflows in my new Claude Code live training: https://t.co/ZDTOIyJ950\n\nWhether you are technical or non-technical, there are so many ways you can leverage Claude Code. \n\nSeats are limited!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[159,182]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989813668272574614","view_count":4453,"bookmark_count":13,"created_at":1763243522000,"favorite_count":7,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There were some really good questions on how I leveraged Claude Code to build out this project. I will be discussing that in detail in my new live training: \n\nhttps://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989423185201160205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]},{"label":"2025-11-18","value":753,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990420550808735838","view_count":742,"bookmark_count":1,"created_at":1763388214000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990420550808735838","full_text":"\"Time to build\" will make so much more sense to more people in the coming weeks than it has in prior weeks.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441561637957797","view_count":56795,"bookmark_count":461,"created_at":1763393223000,"favorite_count":406,"quote_count":3,"reply_count":17,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Introducing Claude Code for Everyone!\n\nEveryone should learn to use coding agents.\n\nIt doesn't matter if you are technical or non-technical.\n\nIf you are not using tools like Claude Code, you are missing out on some of the best tools and experience AI agents have to offer. https://t.co/CD7QeCwoqn","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990512531132350847","view_count":14498,"bookmark_count":145,"created_at":1763410144000,"favorite_count":146,"quote_count":2,"reply_count":12,"retweet_count":24,"user_id_str":"3448284313","conversation_id_str":"1990512531132350847","full_text":"With the right agent design pattern, you can build insane applications today.\n\nSciAgent is a multi-agent framework for tackling complex scientific reasoning across physics, chemistry, and math.\n\n(bookmark it)\n\nInstead of relying on a single monolithic model, it orchestrates specialized agents that each handle different aspects of problem-solving.\n\nThe system decomposes hard problems into manageable subtasks: analysis, domain-specific reasoning, verification, and cross-domain integration.\n\nIt was benchmarked on olympiad-level problems (International Physics & Chemistry Olympiads) and outperforms single-model baselines.\n\nThe key insight: agent composition beats end-to-end learning for specialized domains.\n\nThis architecture pattern shows how to build systems that generalize across multiple scientific disciplines.\n\nPaper: arxiv. org/abs/2511.08151","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2511.11287","expanded_url":"https://arxiv.org/abs/2511.11287","url":"https://t.co/JSv5BoBFoJ","indices":[1087,1110]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990532662881313096","view_count":13908,"bookmark_count":150,"created_at":1763414943000,"favorite_count":175,"quote_count":1,"reply_count":14,"retweet_count":36,"user_id_str":"3448284313","conversation_id_str":"1990532662881313096","full_text":"The web is broken for AI agents.\n\nNot because agents aren't smart enough.\n\nIt's because the web wasn't designed for them.\n\nEvery interaction is a puzzle. Parse raw HTML. Reverse-engineer buttons. Guess what's clickable.\n\nThis makes agents brittle, inefficient, and insecure.\n\nThis new research paper introduces VOIX, a framework where websites tell agents exactly what they can do.\n\nNo more guessing. No more parsing. Pure declaration.\n\nTwo new HTML elements are introduced: <tool> and <context>.\n\n<tool> exposes actions. Click here. Input this. Select that. With parameters and validation.\n\n<context> explains the state. Where you are. What's possible. Why it matters.\n\nThink of it as an API layer baked into web pages.\n\nThey evaluated using an 11-day developer study. SUS score: 72.5/100, which is above the acceptable threshold.\n\nExciting progress on agentic web! It's an interesting paradigm shift to address the issues agents have when interacting with the web.\n\nFrom agents parsing HTML to websites declaring intent. From agent-agnostic design to agent-aware architecture.\n\nPaper: https://t.co/JSv5BoBFoJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,45],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1990419923911209298","view_count":677,"bookmark_count":0,"created_at":1763388064000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990272740012777475","full_text":"@OfficialLoganK that's going to be something!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990272740012777475","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1990441574212440168","view_count":3609,"bookmark_count":2,"created_at":1763393226000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Based on popular demand, I am excited to announce my brand new live cohort-based training on Claude Code for Everyone.\n\nExcited to finally get to share all the cool ways we have been using Claude Code to improve AI workflows, agents, and AI apps.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441561637957797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[165,188]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441586061451607","view_count":3584,"bookmark_count":6,"created_at":1763393229000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Don't miss this chance to learn everything you need to know about building with Claude Code.\n\nSeats are limited!\n\nPrices will go up in the next cohort.\n\nEnroll now: https://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441574212440168","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768597724660895744","name":"Methkal","screen_name":"meth_kh","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"meth_kh","lang":"en","retweeted":false,"fact_check":null,"id":"1990444335054393512","view_count":518,"bookmark_count":0,"created_at":1763393884000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@meth_kh I will focus on projects and all the tactics we have learned on how to effectively use Claude Code.","in_reply_to_user_id_str":"768597724660895744","in_reply_to_status_id_str":"1990442296114827731","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"15026770","name":"Christopher","screen_name":"communicating","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"communicating","lang":"en","retweeted":false,"fact_check":null,"id":"1990484101535793634","view_count":406,"bookmark_count":0,"created_at":1763403365000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@communicating It is a separate course and not part of the subscription. It has its own price. The link I shared would be right place to send anyone who is interested in learning about Claude Code. :)","in_reply_to_user_id_str":"15026770","in_reply_to_status_id_str":"1990452576928874508","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[6,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"676573","name":"tobi lutke","screen_name":"tobi","indices":[0,5]}]},"favorited":false,"in_reply_to_screen_name":"tobi","lang":"en","retweeted":false,"fact_check":null,"id":"1990533241452069353","view_count":1582,"bookmark_count":1,"created_at":1763415081000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990525664513175585","full_text":"@tobi I absolutely dislike the current form of these AI notetakers. So disruptive to learners and human participants. They have some applications, but I think we can build better ones.","in_reply_to_user_id_str":"676573","in_reply_to_status_id_str":"1990525664513175585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":765,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990794651608219727","view_count":12177,"bookmark_count":164,"created_at":1763477406000,"favorite_count":179,"quote_count":2,"reply_count":12,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1990794651608219727","full_text":"Open-source research agents have been lagging behind proprietary systems like OpenAI's Deep Research.\n\nThe gap has been frustrating for developers who want powerful, deep research agents without vendor lock-in.\n\nI've been building my own called Kimi Deep Researcher.\n\nSimilarly, this new work introduces MiroThinker, a framework that closes this performance gap through systematic optimization.\n\nThe key insight? Performance isn't just about model size.\n\nMiroThinker uses three complementary scaling strategies.\n\nModel scaling: Leveraging larger base models up to 72B parameters.\n\nContext scaling: Expanding reasoning space and information retrieval capabilities. With a 256K context window, it can perform up to 600 tool calls per task!\n\nThis enables sustained multi-turn reasoning and complex real-world research workflows.\n\nInteractive scaling: Incorporating human feedback and iterative refinement loops.\n\nEach dimension adds independent performance gains.\n\nThe results are compelling. The 72B variant demonstrates competitive performance with proprietary agents like GPT-5 and Claude 4.5.\n\nValidated across multiple benchmarks: GAIA, HotpotQA, and MuSiQue.\n\nWhy this matters for developers: You don't need to wait for new model releases to improve agent reasoning.\n\nThe modular approach means you can adopt scaling dimensions independently based on your constraints.\n\nOpen-source agents can now compete with proprietary systems through principled optimization.\n\nThis democratizes access to advanced AI reasoning capabilities.\n\nPaper: arxiv. org/abs/2511.11793","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990815581017145479","view_count":9610,"bookmark_count":22,"created_at":1763482396000,"favorite_count":71,"quote_count":0,"reply_count":7,"retweet_count":11,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 is here!\n\nThe most exciting part of this model is the long horizon planning capabilities.\n\nThis is going to unlock complex agentic applications, the likes of which we have never seen.\n\nVibe coding insane applications in one shot, proactive agents that expand our knowledge at unprecedented rates, and agents that lead to major scientific discoveries.\n\nIt's really on!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,237],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990822776198828498","view_count":13445,"bookmark_count":34,"created_at":1763484112000,"favorite_count":97,"quote_count":0,"reply_count":2,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1990822776198828498","full_text":"This is a fun little app created by Gemini 3.\n\nIt shows the spatial reasoning capabilities.\n\nThis could be huge for apps that leverage computer-using agents. \n\nAnd of course, unlocking new ways to interact with computers. Exciting stuff! https://t.co/gBO2Xk7uIB","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990826875816481127","view_count":37186,"bookmark_count":106,"created_at":1763485089000,"favorite_count":293,"quote_count":0,"reply_count":21,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"Google wasn't playing with this Gemini 3 launch!\n\nThey are going for everything.\n\nJust tested out their Antigravity agentic development platform, and it's really fun. \n\nJust helped my son build a quick physics simulator. https://t.co/1p5TeM2R1J","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990875929720070280","view_count":11660,"bookmark_count":39,"created_at":1763496784000,"favorite_count":80,"quote_count":0,"reply_count":27,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1990875929720070280","full_text":"Okay, this is just insane!\n\nJust vibe-coded this AI-powered website designer in MINUTES using Gemini 3.\n\nI am not great at design. I can now collaborate with AI to generate and iterate on designs.\n\nSelecting elements to iterate on and viewing them in different modes also works. https://t.co/GYzMzXL1gX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,13],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1086145626633494528","name":"Varun Mohan","screen_name":"_mohansolo","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"_mohansolo","lang":"qme","retweeted":false,"fact_check":null,"id":"1990589110973849960","view_count":2783,"bookmark_count":0,"created_at":1763428402000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990521386935464099","full_text":"@_mohansolo 🔥","in_reply_to_user_id_str":"1086145626633494528","in_reply_to_status_id_str":"1990521386935464099","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[32,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]},{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[16,31]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"und","retweeted":false,"fact_check":null,"id":"1990813421319635244","view_count":2260,"bookmark_count":0,"created_at":1763481881000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813077172822143","full_text":"@OfficialLoganK @GoogleAIStudio LFG!!!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990813077172822143","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,77],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990816381252546618","view_count":1969,"bookmark_count":2,"created_at":1763482587000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Not to mention that the results on all these other benchmarks are impressive. https://t.co/Yb0D314xyR","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990815581017145479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,55],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990818244312052036","view_count":2255,"bookmark_count":2,"created_at":1763483031000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 Pro's agentic coding capabilities look insane. https://t.co/fIA5IqlMNw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990816381252546618","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,89],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990823592657891612","view_count":1341,"bookmark_count":0,"created_at":1763484306000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"And where do we even start with Gemini 3 Deep Think?\n\nThat ARC-AGI-2 performance is nuts! https://t.co/1XMIFHjxAB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990818244312052036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1990818341859061760","view_count":134,"bookmark_count":0,"created_at":1763483054000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"@realmadhuguru on it :)","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1990816967201050710","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4939401","name":"Patrick Collison","screen_name":"patrickc","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"patrickc","lang":"en","retweeted":false,"fact_check":null,"id":"1990828162482065834","view_count":639,"bookmark_count":0,"created_at":1763485396000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813146987311446","full_text":"@patrickc That is cool!","in_reply_to_user_id_str":"4939401","in_reply_to_status_id_str":"1990813146987311446","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14130366","name":"Sundar Pichai","screen_name":"sundarpichai","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"sundarpichai","lang":"en","retweeted":false,"fact_check":null,"id":"1990854555362312425","view_count":1474,"bookmark_count":0,"created_at":1763491688000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990850427164979318","full_text":"@sundarpichai Keep it coming! :)","in_reply_to_user_id_str":"14130366","in_reply_to_status_id_str":"1990850427164979318","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1990877387836334251","view_count":2108,"bookmark_count":0,"created_at":1763497132000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990861380740591621","full_text":"@soumithchintala Excited for you, Soumith!","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1990861380740591621","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990847529919910063","view_count":2506,"bookmark_count":2,"created_at":1763490013000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"I love this way of testing and debugging apps with the integrated browser preview. The agent can navigate the app and test features, catch bugs, and fix on the go. https://t.co/42c51Vo2hf","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990826875816481127","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nviews":[{"label":"2025-10-21","value":66452,"startTime":1760918400000,"endTime":1761004800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980308459368436093","quoted_status_permalink":{"url":"https://t.co/7tgKp3s1dH","expanded":"https://twitter.com/anthropicai/status/1980308459368436093","display":"x.com/anthropicai/st…"},"retweeted":false,"fact_check":null,"id":"1980312578749526504","view_count":32955,"bookmark_count":134,"created_at":1760978285000,"favorite_count":264,"quote_count":0,"reply_count":16,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"I started to build a little AI research tool with Claude Code & Skills over the weekend.\n\nNow Anthropic adds connectors to other helpful scientific tools.\n\nThey are not messing around!\n\nIt’s about to get insanely interesting to use coding agents like Claude Code for science.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1980337282323452300","quoted_status_permalink":{"url":"https://t.co/pRSTl5TgvB","expanded":"https://twitter.com/claudeai/status/1980337282323452300","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1980403571935130073","view_count":19586,"bookmark_count":54,"created_at":1760999980000,"favorite_count":150,"quote_count":1,"reply_count":8,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"This is huge! I sensed that Claude Code on web was coming.\n\nCoding agents on web serve specific use cases.\n\nThere is a wide opening to improve coding experience on web. If you tried Codex (web) you know this well.\n\nIf it's anything like Claude Code on the terminal, it’s game on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1977811751258513410","name":"NerdyChefs.AI","screen_name":"NerdychefsAI","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"NerdychefsAI","lang":"en","retweeted":false,"fact_check":null,"id":"1980320807709802804","view_count":61,"bookmark_count":0,"created_at":1760980247000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980312578749526504","full_text":"@NerdychefsAI Will share more soon with some additional thoughts.","in_reply_to_user_id_str":"1977811751258513410","in_reply_to_status_id_str":"1980317151170121729","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,22],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","quoted_status_id_str":"1980052095639126457","quoted_status_permalink":{"url":"https://t.co/uQXRrZImBU","expanded":"https://twitter.com/omarsar0/status/1980052095639126457","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1980372246591095294","view_count":8661,"bookmark_count":3,"created_at":1760992511000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980337282323452300","full_text":"@claudeai Much needed:","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1980337282323452300","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ccXK1Uj5si","expanded_url":"https://x.com/omarsar0/status/1980407566158196747/photo/1","id_str":"1980407378597076992","indices":[108,131],"media_key":"3_1980407378597076992","media_url_https":"https://pbs.twimg.com/media/G3vSBKfXYAAD8k1.jpg","type":"photo","url":"https://t.co/ccXK1Uj5si","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1050,"w":1510,"resize":"fit"},"medium":{"h":834,"w":1200,"resize":"fit"},"small":{"h":473,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1050,"width":1510,"focus_rects":[{"x":0,"y":0,"w":1510,"h":846},{"x":0,"y":0,"w":1050,"h":1050},{"x":0,"y":0,"w":921,"h":1050},{"x":1,"y":0,"w":525,"h":1050},{"x":0,"y":0,"w":1510,"h":1050}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980407378597076992"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980407566158196747","view_count":43,"bookmark_count":0,"created_at":1761000932000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Safe agentic code execution matters. The sandboxing feature in Claude Code is also neat and well thoughout. https://t.co/ccXK1Uj5si","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980406365781991642","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/52ChIt2VTd","expanded_url":"https://x.com/omarsar0/status/1980405447086731456/photo/1","id_str":"1980404571814895616","indices":[277,300],"media_key":"3_1980404571814895616","media_url_https":"https://pbs.twimg.com/media/G3vPdyaWIAA0QK7.jpg","type":"photo","url":"https://t.co/52ChIt2VTd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1060,"w":1546,"resize":"fit"},"medium":{"h":823,"w":1200,"resize":"fit"},"small":{"h":466,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1060,"width":1546,"focus_rects":[{"x":0,"y":194,"w":1546,"h":866},{"x":204,"y":0,"w":1060,"h":1060},{"x":269,"y":0,"w":930,"h":1060},{"x":469,"y":0,"w":530,"h":1060},{"x":0,"y":0,"w":1546,"h":1060}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980404571814895616"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980405447086731456","view_count":578,"bookmark_count":0,"created_at":1761000427000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"The blog pretty much summarizes why I even tried Codex on web in the first place.\n\nSome stuff can just be done without my constant intervention.\n\nI can offload bug squashing easily now. Or explore new features that are not core (or of high priority) to my current workstreams. https://t.co/52ChIt2VTd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980403571935130073","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,158],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Mg7DOWCEQc","expanded_url":"https://x.com/omarsar0/status/1980406365781991642/photo/1","id_str":"1980405947127197696","indices":[159,182],"media_key":"3_1980405947127197696","media_url_https":"https://pbs.twimg.com/media/G3vQt12WcAA479t.jpg","type":"photo","url":"https://t.co/Mg7DOWCEQc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":992,"w":1564,"resize":"fit"},"medium":{"h":761,"w":1200,"resize":"fit"},"small":{"h":431,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":992,"width":1564,"focus_rects":[{"x":0,"y":0,"w":1564,"h":876},{"x":0,"y":0,"w":992,"h":992},{"x":0,"y":0,"w":870,"h":992},{"x":25,"y":0,"w":496,"h":992},{"x":0,"y":0,"w":1564,"h":992}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980405947127197696"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980406365781991642","view_count":329,"bookmark_count":0,"created_at":1761000646000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980403571935130073","full_text":"Claude Code on mobile is exciting. I am often on the road a lot so this is extremely helpful. I normally used GitHub Actions but this should feel more native. https://t.co/Mg7DOWCEQc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980405447086731456","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/e20qoUO1XE","expanded_url":"https://x.com/omarsar0/status/1980371216046170539/photo/1","id_str":"1980371211814158336","indices":[271,294],"media_key":"3_1980371211814158336","media_url_https":"https://pbs.twimg.com/media/G3uxH-uXwAACbay.jpg","type":"photo","url":"https://t.co/e20qoUO1XE","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1471,"w":1170,"resize":"fit"},"medium":{"h":1200,"w":954,"resize":"fit"},"small":{"h":680,"w":541,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1471,"width":1170,"focus_rects":[{"x":0,"y":370,"w":1170,"h":655},{"x":0,"y":112,"w":1170,"h":1170},{"x":0,"y":30,"w":1170,"h":1334},{"x":0,"y":0,"w":736,"h":1471},{"x":0,"y":0,"w":1170,"h":1471}]},"media_results":{"result":{"media_key":"3_1980371211814158336"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980371216046170539","view_count":4239,"bookmark_count":1,"created_at":1760992266000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980052095639126457","full_text":"I sensed this was coming I guess. Coding agents via the web serve specific use cases. \nAnd it makes, as there is a wide opening to improve the experience on web.\nWill test to see how the experience feels. If it is anything like Claude Code on the terminal, it’s game on. https://t.co/e20qoUO1XE","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980052095639126457","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":91340,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629156166791168","indices":[279,302],"media_key":"3_1980629156166791168","media_url_https":"https://pbs.twimg.com/media/G3ybuUUacAAdgj2.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1520,"w":1552,"resize":"fit"},"medium":{"h":1175,"w":1200,"resize":"fit"},"small":{"h":666,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1520,"width":1552,"focus_rects":[{"x":0,"y":0,"w":1552,"h":869},{"x":0,"y":0,"w":1520,"h":1520},{"x":0,"y":0,"w":1333,"h":1520},{"x":124,"y":0,"w":760,"h":1520},{"x":0,"y":0,"w":1552,"h":1520}]},"media_results":{"result":{"media_key":"3_1980629156166791168"}}},{"display_url":"pic.x.com/UePZmIQkWR","expanded_url":"https://x.com/omarsar0/status/1980629163976675779/photo/1","id_str":"1980629160591781889","indices":[279,302],"media_key":"3_1980629160591781889","media_url_https":"https://pbs.twimg.com/media/G3ybukzacAEm9qU.jpg","type":"photo","url":"https://t.co/UePZmIQkWR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1560,"w":1954,"resize":"fit"},"medium":{"h":958,"w":1200,"resize":"fit"},"small":{"h":543,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1560,"width":1954,"focus_rects":[{"x":0,"y":466,"w":1954,"h":1094},{"x":0,"y":0,"w":1560,"h":1560},{"x":0,"y":0,"w":1368,"h":1560},{"x":0,"y":0,"w":780,"h":1560},{"x":0,"y":0,"w":1954,"h":1560}]},"media_results":{"result":{"media_key":"3_1980629160591781889"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980629163976675779","view_count":58883,"bookmark_count":951,"created_at":1761053765000,"favorite_count":711,"quote_count":6,"reply_count":29,"retweet_count":102,"user_id_str":"3448284313","conversation_id_str":"1980629163976675779","full_text":"People are sleeping on Deep Agents.\n\nStart using them now.\n\nThis is a fun paper showcasing how to put together advanced deep agents for enterprise use cases.\n\nUses the best techniques: task decomposition, planning, specialized subagents, MCP for NL2SQL, file analysis, and more. https://t.co/UePZmIQkWR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,130],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CjhEC89Ek1","expanded_url":"https://x.com/omarsar0/status/1980684241202520238/photo/1","id_str":"1980682694812925952","indices":[131,154],"media_key":"3_1980682694812925952","media_url_https":"https://pbs.twimg.com/media/G3zMarUWgAAoYp5.jpg","type":"photo","url":"https://t.co/CjhEC89Ek1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]},"medium":{"faces":[{"x":417,"y":238,"h":78,"w":78},{"x":669,"y":213,"h":86,"w":86},{"x":926,"y":252,"h":74,"w":74}]},"small":{"faces":[{"x":236,"y":135,"h":44,"w":44},{"x":379,"y":121,"h":49,"w":49},{"x":524,"y":143,"h":42,"w":42}]},"orig":{"faces":[{"x":453,"y":259,"h":85,"w":85},{"x":726,"y":232,"h":94,"w":94},{"x":1005,"y":274,"h":81,"w":81}]}},"sizes":{"large":{"h":707,"w":1302,"resize":"fit"},"medium":{"h":652,"w":1200,"resize":"fit"},"small":{"h":369,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":707,"width":1302,"focus_rects":[{"x":39,"y":0,"w":1263,"h":707},{"x":394,"y":0,"w":707,"h":707},{"x":437,"y":0,"w":620,"h":707},{"x":570,"y":0,"w":354,"h":707},{"x":0,"y":0,"w":1302,"h":707}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980682694812925952"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684241202520238","view_count":15368,"bookmark_count":23,"created_at":1761066897000,"favorite_count":77,"quote_count":4,"reply_count":7,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"BREAKING: OpenAI launches ChatGPT Atlas. \n\nA new AI-powered browser built around ChatGPT.\n\nChat goes with you anywhere on the web. https://t.co/CjhEC89Ek1","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980689459785134240","view_count":2750,"bookmark_count":1,"created_at":1761068141000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Atlas is a great tool for \"vife-lifing\". \n\nYou can use the agent to delegate tasks (personal or professional) and hopefully improve productivity and curiosity. \n\nAvailable on MacOS. \n\nAgent is only available to Plus and Pro.\n\nMore personalization coming soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980688230904144086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,150],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1980684242980884483","view_count":1407,"bookmark_count":2,"created_at":1761066897000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"It's OpenAI's attempt at combining the AI chat experience with the browser. \n\nChatGPT is the \"beating heart of Atlas\"!\n\nBuilt to be fast and flexible.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684241202520238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,167],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LKcFw8l1cK","expanded_url":"https://x.com/omarsar0/status/1980684244818301158/photo/1","id_str":"1980684175628750848","indices":[168,191],"media_key":"3_1980684175628750848","media_url_https":"https://pbs.twimg.com/media/G3zNw3yW0AAFAFQ.jpg","type":"photo","url":"https://t.co/LKcFw8l1cK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":735,"w":1312,"resize":"fit"},"medium":{"h":672,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":735,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":387,"y":0,"w":735,"h":735},{"x":432,"y":0,"w":645,"h":735},{"x":570,"y":0,"w":368,"h":735},{"x":0,"y":0,"w":1312,"h":735}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684175628750848"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980684244818301158","view_count":1741,"bookmark_count":4,"created_at":1761066897000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Three core features of Atlas:\n\n- Chat goes with you anywhere on the web\n- Browser memory to personalize the experience across the web\n- Agents can take actions for you https://t.co/LKcFw8l1cK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684242980884483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,94],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gCe8Ao4ikB","expanded_url":"https://x.com/omarsar0/status/1980685471987507241/photo/1","id_str":"1980684469322285056","indices":[95,118],"media_key":"3_1980684469322285056","media_url_https":"https://pbs.twimg.com/media/G3zOB94WgAAB5Fn.jpg","type":"photo","url":"https://t.co/gCe8Ao4ikB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]},"medium":{"faces":[{"x":952,"y":449,"h":129,"w":129}]},"small":{"faces":[{"x":539,"y":254,"h":73,"w":73}]},"orig":{"faces":[{"x":1037,"y":490,"h":141,"w":141}]}},"sizes":{"large":{"h":733,"w":1307,"resize":"fit"},"medium":{"h":673,"w":1200,"resize":"fit"},"small":{"h":381,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":733,"width":1307,"focus_rects":[{"x":0,"y":0,"w":1307,"h":732},{"x":574,"y":0,"w":733,"h":733},{"x":664,"y":0,"w":643,"h":733},{"x":829,"y":0,"w":367,"h":733},{"x":0,"y":0,"w":1307,"h":733}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980684469322285056"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685471987507241","view_count":1222,"bookmark_count":3,"created_at":1761067190000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can invite ChatGPT to any tab you have open.\n\nIt can see the webpage and answer questions. https://t.co/gCe8Ao4ikB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980684244818301158","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,126],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/7s6pBg1D3c","expanded_url":"https://x.com/omarsar0/status/1980685725826691098/photo/1","id_str":"1980685525930344448","indices":[127,150],"media_key":"3_1980685525930344448","media_url_https":"https://pbs.twimg.com/media/G3zO_eDWAAAjzcN.jpg","type":"photo","url":"https://t.co/7s6pBg1D3c","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":633,"y":317,"h":81,"w":81}]},"medium":{"faces":[{"x":579,"y":290,"h":74,"w":74}]},"small":{"faces":[{"x":328,"y":164,"h":42,"w":42}]},"orig":{"faces":[{"x":633,"y":317,"h":81,"w":81}]}},"sizes":{"large":{"h":724,"w":1311,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":724,"width":1311,"focus_rects":[{"x":18,"y":0,"w":1293,"h":724},{"x":586,"y":0,"w":724,"h":724},{"x":631,"y":0,"w":635,"h":724},{"x":767,"y":0,"w":362,"h":724},{"x":0,"y":0,"w":1311,"h":724}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685525930344448"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980685725826691098","view_count":1448,"bookmark_count":3,"created_at":1761067251000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can do web searches and click through links to preview pages. \n\nAnd you can continue interacting with webpages seamlessly. https://t.co/7s6pBg1D3c","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685471987507241","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ClXCmO9Yv2","expanded_url":"https://x.com/omarsar0/status/1980686101888041405/photo/1","id_str":"1980685882635005952","indices":[98,121],"media_key":"3_1980685882635005952","media_url_https":"https://pbs.twimg.com/media/G3zPUO4XMAAowru.jpg","type":"photo","url":"https://t.co/ClXCmO9Yv2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":739,"w":1312,"resize":"fit"},"medium":{"h":676,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":739,"width":1312,"focus_rects":[{"x":0,"y":0,"w":1312,"h":735},{"x":0,"y":0,"w":739,"h":739},{"x":0,"y":0,"w":648,"h":739},{"x":0,"y":0,"w":370,"h":739},{"x":0,"y":0,"w":1312,"h":739}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980685882635005952"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686101888041405","view_count":1424,"bookmark_count":2,"created_at":1761067340000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can polish your emails in-line. \n\nNo more copy-pasting your drafts.\n\nIt's called Cursor Chat. https://t.co/ClXCmO9Yv2","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980685725826691098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,157],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/8XHK746vWT","expanded_url":"https://x.com/omarsar0/status/1980686827347456380/photo/1","id_str":"1980686536451493889","indices":[158,181],"media_key":"3_1980686536451493889","media_url_https":"https://pbs.twimg.com/media/G3zP6SiXEAE5Qdf.jpg","type":"photo","url":"https://t.co/8XHK746vWT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":734,"w":1307,"resize":"fit"},"medium":{"h":674,"w":1200,"resize":"fit"},"small":{"h":382,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":734,"width":1307,"focus_rects":[{"x":0,"y":2,"w":1307,"h":732},{"x":573,"y":0,"w":734,"h":734},{"x":663,"y":0,"w":644,"h":734},{"x":940,"y":0,"w":367,"h":734},{"x":0,"y":0,"w":1307,"h":734}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980686536451493889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980686827347456380","view_count":1371,"bookmark_count":3,"created_at":1761067513000,"favorite_count":5,"quote_count":1,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use Agent mode with Atlas. \n\nThis means it can take actions for you. \n\nIt can do tasks in the background as you do other work in different tabs. https://t.co/8XHK746vWT","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686101888041405","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fGaEgtCqjw","expanded_url":"https://x.com/omarsar0/status/1980687393964388637/photo/1","id_str":"1980687170017939456","indices":[115,138],"media_key":"3_1980687170017939456","media_url_https":"https://pbs.twimg.com/media/G3zQfKwX0AAWLD5.jpg","type":"photo","url":"https://t.co/fGaEgtCqjw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":637,"w":1301,"resize":"fit"},"medium":{"h":588,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":637,"width":1301,"focus_rects":[{"x":163,"y":0,"w":1138,"h":637},{"x":664,"y":0,"w":637,"h":637},{"x":727,"y":0,"w":559,"h":637},{"x":847,"y":0,"w":319,"h":637},{"x":0,"y":0,"w":1301,"h":637}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687170017939456"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687393964388637","view_count":1118,"bookmark_count":1,"created_at":1761067648000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"Agents can take over your browser whenever you want. \n\nAnd you can take back the control anytime you want or need. https://t.co/fGaEgtCqjw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980686827347456380","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,114],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/eS0QMQO9bo","expanded_url":"https://x.com/omarsar0/status/1980687837659034102/photo/1","id_str":"1980687824639684608","indices":[115,138],"media_key":"3_1980687824639684608","media_url_https":"https://pbs.twimg.com/media/G3zRFRaW8AAVCs7.jpg","type":"photo","url":"https://t.co/eS0QMQO9bo","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":689,"w":1300,"resize":"fit"},"medium":{"h":636,"w":1200,"resize":"fit"},"small":{"h":360,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":689,"width":1300,"focus_rects":[{"x":35,"y":0,"w":1230,"h":689},{"x":306,"y":0,"w":689,"h":689},{"x":348,"y":0,"w":604,"h":689},{"x":478,"y":0,"w":345,"h":689},{"x":0,"y":0,"w":1300,"h":689}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980687824639684608"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980687837659034102","view_count":1325,"bookmark_count":1,"created_at":1761067754000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"For safety, you can manage in Agent mode whether ChatGPT works alongside you using your logged-in accounts or not. https://t.co/eS0QMQO9bo","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687393964388637","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,106],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jy4noKCylP","expanded_url":"https://x.com/omarsar0/status/1980688230904144086/photo/1","id_str":"1980688104571748352","indices":[107,130],"media_key":"3_1980688104571748352","media_url_https":"https://pbs.twimg.com/media/G3zRVkPXQAA-r4A.jpg","type":"photo","url":"https://t.co/jy4noKCylP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":726,"w":1314,"resize":"fit"},"medium":{"h":663,"w":1200,"resize":"fit"},"small":{"h":376,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":726,"width":1314,"focus_rects":[{"x":18,"y":0,"w":1296,"h":726},{"x":326,"y":0,"w":726,"h":726},{"x":371,"y":0,"w":637,"h":726},{"x":508,"y":0,"w":363,"h":726},{"x":0,"y":0,"w":1314,"h":726}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1980688104571748352"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980688230904144086","view_count":3283,"bookmark_count":3,"created_at":1761067848000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1980684241202520238","full_text":"You can also use incognito mode when you don't want ChatGPT to remember what you are doing in the browser. https://t.co/jy4noKCylP","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1980687837659034102","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":72018,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/KyKu4QZv9P","expanded_url":"https://x.com/omarsar0/status/1980997089120444595/photo/1","id_str":"1980997084494057472","indices":[281,304],"media_key":"3_1980997084494057472","media_url_https":"https://pbs.twimg.com/media/G33qWkJaUAAAfm6.jpg","type":"photo","url":"https://t.co/KyKu4QZv9P","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1784,"w":1610,"resize":"fit"},"medium":{"h":1200,"w":1083,"resize":"fit"},"small":{"h":680,"w":614,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1784,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1610,"h":1610},{"x":0,"y":0,"w":1565,"h":1784},{"x":222,"y":0,"w":892,"h":1784},{"x":0,"y":0,"w":1610,"h":1784}]},"media_results":{"result":{"media_key":"3_1980997084494057472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1980997089120444595","view_count":26796,"bookmark_count":263,"created_at":1761141485000,"favorite_count":372,"quote_count":1,"reply_count":11,"retweet_count":65,"user_id_str":"3448284313","conversation_id_str":"1980997089120444595","full_text":"Scaling RL for Trillion-Scale Thinking Model\n\nScaling RL is hard! But this team might have figured out something.\n\nThey introduce Ring-1T, a 1T-parameter MoE reasoning model with ~50B params active per token.\n\nIt’s trained with a long-CoT SFT phase, a verifiable-rewards reasoning RL phase, then a general RLHF phase, and introduces three pieces that make trillion-scale RL actually run:\n\n- IcePop to stabilize updates\n\n- C3PO++ to keep GPUs busy under a token budget\n\n- ASystem to unify high-throughput RL stack\n\nOn benchmarks, it leads open weights on AIME-25, HMMT-25, ARC-AGI-1, LiveCodeBench, CodeForces, and ArenaHard v2.\n\nIt reaches silver-medal level on IMO-2025 using only natural-language reasoning.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"cme295.stanford.edu/syllabus/","expanded_url":"https://cme295.stanford.edu/syllabus/","url":"https://t.co/lpD2idL5co","indices":[311,334]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hyyyXgAuOH","expanded_url":"https://x.com/omarsar0/status/1981030346037612847/photo/1","id_str":"1981029577578160128","indices":[283,306],"media_key":"3_1981029577578160128","media_url_https":"https://pbs.twimg.com/media/G34H56UWoAA3G99.jpg","type":"photo","url":"https://t.co/hyyyXgAuOH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1603,"w":2048,"resize":"fit"},"medium":{"h":939,"w":1200,"resize":"fit"},"small":{"h":532,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":2292,"focus_rects":[{"x":0,"y":0,"w":2292,"h":1284},{"x":498,"y":0,"w":1794,"h":1794},{"x":718,"y":0,"w":1574,"h":1794},{"x":1328,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":2292,"h":1794}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1981029577578160128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981030346037612847","view_count":42839,"bookmark_count":964,"created_at":1761149414000,"favorite_count":873,"quote_count":1,"reply_count":8,"retweet_count":153,"user_id_str":"3448284313","conversation_id_str":"1981030346037612847","full_text":"🎓Stanford CME295 Transformers & LLMs\n\nNice to see the new release of this new course on Transformers and LLMs.\n\nGreat way to catch up on the world of LLMs and AI Agents.\n\nIncludes topics like the basics of attention, mixture-of-experts, to agents.\n\nExcited to see more on evals. \n\nFirst lessons available now.\n\nhttps://t.co/lpD2idL5co","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981041821598781673","view_count":1442,"bookmark_count":2,"created_at":1761152150000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981041821598781673","full_text":"Great to see advancements in agentic browsers. \n\nOpenAI Atlas is dope and useful for research.\n\nBut it also reminds me how bad computer-use agents are.\n\nIt sucks at editing and formatting.\n\nWays to go still. Lots of opportunities here for founders.\n\nHave you tried it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[43,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]},{"id_str":"776585502606721024","name":"PyTorch","screen_name":"PyTorch","indices":[17,25]},{"id_str":"14930686","name":"Edward Z. Yang","screen_name":"ezyang","indices":[26,33]},{"id_str":"2786323310","name":"Adam Paszke","screen_name":"apaszke","indices":[34,42]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1981082383894839454","view_count":941,"bookmark_count":1,"created_at":1761161821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981035612540166556","full_text":"@soumithchintala @PyTorch @ezyang @apaszke Damn. I miss PyTorch conferences. Cool crew. :)","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1981035612540166556","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":61896,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981373662524821996","view_count":14664,"bookmark_count":12,"created_at":1761231267000,"favorite_count":35,"quote_count":1,"reply_count":8,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981373662524821996","full_text":"Not sure what's up with ChatGPT lately.\n\nProjects don't work as they used to.\n\nI have moved all my Projects to Claude Code Skills.\n\nNight and day!\n\nSkills give you so much personalization. They can easily be adapted too!\n\nThe Claude team really cooked with this one.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/RCx48KTkOw","expanded_url":"https://x.com/omarsar0/status/1981360482813710384/photo/1","id_str":"1981360479152066562","indices":[275,298],"media_key":"3_1981360479152066562","media_url_https":"https://pbs.twimg.com/media/G38026vbUAIPAfo.jpg","type":"photo","url":"https://t.co/RCx48KTkOw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1524,"w":1610,"resize":"fit"},"medium":{"h":1136,"w":1200,"resize":"fit"},"small":{"h":644,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1524,"width":1610,"focus_rects":[{"x":0,"y":0,"w":1610,"h":902},{"x":0,"y":0,"w":1524,"h":1524},{"x":0,"y":0,"w":1337,"h":1524},{"x":142,"y":0,"w":762,"h":1524},{"x":0,"y":0,"w":1610,"h":1524}]},"media_results":{"result":{"media_key":"3_1981360479152066562"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981360482813710384","view_count":22232,"bookmark_count":179,"created_at":1761228125000,"favorite_count":234,"quote_count":6,"reply_count":15,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1981360482813710384","full_text":"Lookahead Routing for LLMs\n\nProposes Lookahead, a routing framework to enable more informed routing without full inference.\n\nAchieves an average performance gain of 7.7% over the state-of-the-art.\n\nHere is why it works:\n\nLookahead is a new framework for routing in multi-LLM systems, deciding which model should handle each query.\n\nKey idea: Instead of routing based only on the input query, Lookahead predicts latent representations of potential responses, giving it a “peek” into what each model would say without fully generating text.\n\nSmarter decisions: This response-aware prediction makes routing more context-sensitive and accurate, especially for open-ended or preference-driven tasks.\n\nEfficient learning: It’s highly data-efficient, reaching full performance with only 16% of training data compared to baselines, and learns better semantic representations for routing.\n\nDual design: Works with both causal and masked LM variants, generalizing across multiple architectures.\n\nPerformance: Outperforms state-of-the-art routing methods across seven benchmarks, with the biggest gains in nuanced, creative tasks.\n\nLookahead shows that adding lightweight generative foresight can make multi-model systems more adaptive and cost-efficient without needing full model inference.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/sIymh5z2Jc","expanded_url":"https://x.com/omarsar0/status/1981364255564935339/photo/1","id_str":"1981364251702022157","indices":[278,301],"media_key":"3_1981364251702022157","media_url_https":"https://pbs.twimg.com/media/G384SglbUA0gRh0.jpg","type":"photo","url":"https://t.co/sIymh5z2Jc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1542,"w":1652,"resize":"fit"},"medium":{"h":1120,"w":1200,"resize":"fit"},"small":{"h":635,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1542,"width":1652,"focus_rects":[{"x":0,"y":0,"w":1652,"h":925},{"x":0,"y":0,"w":1542,"h":1542},{"x":0,"y":0,"w":1353,"h":1542},{"x":0,"y":0,"w":771,"h":1542},{"x":0,"y":0,"w":1652,"h":1542}]},"media_results":{"result":{"media_key":"3_1981364251702022157"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364255564935339","view_count":13294,"bookmark_count":114,"created_at":1761229025000,"favorite_count":152,"quote_count":4,"reply_count":8,"retweet_count":19,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"Builds an OS agent for long-horizon tasks.\n\nUses step-wise RL and self-evolve training to enable the agent to carry out long-horizon interactions.\n\nInstead of one big model doing everything, it uses multiple cooperating agents. One for memory and context, one for breaking down complex tasks, and another to check and fix mistakes along the way.\n\nThis is another great example of deep agents to personalize user-agent interactions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,10],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2178012643","name":"Balaji","screen_name":"balajis","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"balajis","lang":"qme","retweeted":false,"fact_check":null,"id":"1981348724157681903","view_count":527,"bookmark_count":0,"created_at":1761225322000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981343012010799545","full_text":"@balajis 🚀","in_reply_to_user_id_str":"2178012643","in_reply_to_status_id_str":"1981343012010799545","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,91],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","quoted_status_id_str":"1981373662524821996","quoted_status_permalink":{"url":"https://t.co/Rz4pIlMnvJ","expanded":"https://twitter.com/omarsar0/status/1981373662524821996","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1981433340801798335","view_count":8433,"bookmark_count":4,"created_at":1761245496000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1981432799212249119","full_text":"@OpenAI I have given up on Projects. It used to work so well and not sure what has changed:","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1981432799212249119","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.19386","expanded_url":"https://arxiv.org/abs/2510.19386","url":"https://t.co/FAqW4vi39w","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981364268147888248","view_count":2746,"bookmark_count":6,"created_at":1761229028000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981364255564935339","full_text":"https://t.co/FAqW4vi39w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981364255564935339","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":123310,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981798842866557281","view_count":56677,"bookmark_count":291,"created_at":1761332638000,"favorite_count":270,"quote_count":4,"reply_count":23,"retweet_count":23,"user_id_str":"3448284313","conversation_id_str":"1981798842866557281","full_text":"On Skills vs. Subagents\n\nBeen using Skills extensively for the past couple of days.\n\nBut like many other Claude Code users, I've been thinking about the difference between subagents and Skills. \n\nSubagents are useful for handing off subtasks (i.e., separation of concerns) from the main task (e.g., deep research with a planner). \n\nAnd skills are about loading context efficiently with a neat tiered system. \n\nSubagents can also leverage Skills.\n\nAnd I sometimes also use custom commands to orchestrate more complex scenarios. They are all useful features to have. \n\nWho knows? This will probably change again or will be unified into one efficient approach in the near future. \n\nBut one is clear today: planning, orchestrating, and context management are all useful patterns for current LLM-based agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,168],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zqWYNKvc4i","expanded_url":"https://x.com/omarsar0/status/1981793327956865504/photo/1","id_str":"1981793325167652865","indices":[169,192],"media_key":"3_1981793325167652865","media_url_https":"https://pbs.twimg.com/media/G4C-h3zbsAEQy7L.png","type":"photo","url":"https://t.co/zqWYNKvc4i","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":896,"w":876,"resize":"fit"},"medium":{"h":896,"w":876,"resize":"fit"},"small":{"h":680,"w":665,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":896,"width":876,"focus_rects":[{"x":0,"y":0,"w":876,"h":491},{"x":0,"y":0,"w":876,"h":876},{"x":32,"y":0,"w":786,"h":896},{"x":201,"y":0,"w":448,"h":896},{"x":0,"y":0,"w":876,"h":896}]},"media_results":{"result":{"media_key":"3_1981793325167652865"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1981793327956865504","view_count":60156,"bookmark_count":829,"created_at":1761331323000,"favorite_count":624,"quote_count":6,"reply_count":16,"retweet_count":120,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"Fundamentals of Building Autonomous LLM Agents\n\nGreat overview of LLM-based agents.\n\nGreat if you are just getting started with AI agents.\n\nThis covers the basics good. https://t.co/zqWYNKvc4i","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,52],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"221658618","name":"Geoffrey Litt","screen_name":"geoffreylitt","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"geoffreylitt","lang":"en","retweeted":false,"fact_check":null,"id":"1981731826990293142","view_count":671,"bookmark_count":0,"created_at":1761316661000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1981720163968749736","full_text":"@geoffreylitt Good take. Roughly how I use AI today.","in_reply_to_user_id_str":"221658618","in_reply_to_status_id_str":"1981720163968749736","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.09244","expanded_url":"https://arxiv.org/abs/2510.09244","url":"https://t.co/BqxCInKwfM","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1981793340158034389","view_count":5806,"bookmark_count":60,"created_at":1761331326000,"favorite_count":34,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1981793327956865504","full_text":"https://t.co/BqxCInKwfM","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1981793327956865504","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":13170,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[0,133],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/h6lRvpVbXL","expanded_url":"https://x.com/omarsar0/status/1982463725589168152/photo/1","id_str":"1982463577521844224","indices":[134,157],"media_key":"3_1982463577521844224","media_url_https":"https://pbs.twimg.com/media/G4MgHsZW8AANsAb.jpg","type":"photo","url":"https://t.co/h6lRvpVbXL","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":280,"y":201,"h":85,"w":85}]},"medium":{"faces":[{"x":211,"y":151,"h":64,"w":64}]},"small":{"faces":[{"x":119,"y":86,"h":36,"w":36}]},"orig":{"faces":[{"x":280,"y":201,"h":85,"w":85}]}},"sizes":{"large":{"h":1124,"w":1588,"resize":"fit"},"medium":{"h":849,"w":1200,"resize":"fit"},"small":{"h":481,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1124,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":232,"y":0,"w":1124,"h":1124},{"x":301,"y":0,"w":986,"h":1124},{"x":513,"y":0,"w":562,"h":1124},{"x":0,"y":0,"w":1588,"h":1124}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1982463577521844224"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1982463725589168152","view_count":13170,"bookmark_count":45,"created_at":1761491159000,"favorite_count":139,"quote_count":3,"reply_count":17,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1982463725589168152","full_text":"Curious how Kimi CLI will stack up against Claude Code and the like. \n\nI think there is a lot of room for innovation with CLI agents. https://t.co/h6lRvpVbXL","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":84965,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983175377393479759","view_count":18485,"bookmark_count":56,"created_at":1761660830000,"favorite_count":132,"quote_count":6,"reply_count":26,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"Damn it! Now it’s hard to think of building AI agents without access to the filesystem and agentic search.\n\nClaude Code has spoiled me.\n\nBut my agents are so darn better with bash, glob, grep, files, skills, and the like. \n\nMemory, context engineering, evals, etc — all better.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6dbmVQeLYU","expanded_url":"https://x.com/omarsar0/status/1983180523473354906/photo/1","id_str":"1983180519908208640","indices":[270,293],"media_key":"3_1983180519908208640","media_url_https":"https://pbs.twimg.com/media/G4WsLO6acAAyX4e.jpg","type":"photo","url":"https://t.co/6dbmVQeLYU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1024,"w":1238,"resize":"fit"},"medium":{"h":993,"w":1200,"resize":"fit"},"small":{"h":562,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1024,"width":1238,"focus_rects":[{"x":0,"y":331,"w":1238,"h":693},{"x":214,"y":0,"w":1024,"h":1024},{"x":323,"y":0,"w":898,"h":1024},{"x":516,"y":0,"w":512,"h":1024},{"x":0,"y":0,"w":1238,"h":1024}]},"media_results":{"result":{"media_key":"3_1983180519908208640"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180523473354906","view_count":44828,"bookmark_count":401,"created_at":1761662057000,"favorite_count":391,"quote_count":2,"reply_count":23,"retweet_count":61,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"Microsoft's open-source game is on 🔥!\n\nThey release Agent Lightning to help optimize multi-agent systems.\n\nIt works with popular agent frameworks. Barely any code change needed.\n\nIntegrates algos like RL, Automatic Prompt Optimization, Supervised Fine-tuning, and more. https://t.co/6dbmVQeLYU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983195339382501476","quoted_status_permalink":{"url":"https://t.co/TfSChnt80H","expanded":"https://twitter.com/taranjeetio/status/1983195339382501476","display":"x.com/taranjeetio/st…"},"retweeted":false,"fact_check":null,"id":"1983200901402927115","view_count":16522,"bookmark_count":58,"created_at":1761666915000,"favorite_count":128,"quote_count":0,"reply_count":10,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1983200901402927115","full_text":"Memory for AI agents is a bigger deal than it looks.\n\nHuge congrats to the Mem0 team on their Series A.\n\nI've been building with mem0 for the past couple of months. It's clear this team is building some impressive stuff.\n\nCheck them out if you are an AI dev building agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,126],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1882380791751303168","name":"arti","screen_name":"claudeusmaximus","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"claudeusmaximus","lang":"en","retweeted":false,"fact_check":null,"id":"1983186700810760214","view_count":197,"bookmark_count":0,"created_at":1761663529000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@claudeusmaximus i wouldn't throw away vector dbs just yet -- there is a world where both and even emerging search tools exist","in_reply_to_user_id_str":"1882380791751303168","in_reply_to_status_id_str":"1983181568207401040","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1983186373881561446","view_count":170,"bookmark_count":0,"created_at":1761663452000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983175377393479759","full_text":"@iamrobotbear yeah, that would be great","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1983185724716528105","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1534421484546174976","name":"Taranjeet","screen_name":"taranjeetio","indices":[0,12]},{"id_str":"1670746017828859904","name":"mem0","screen_name":"mem0ai","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"taranjeetio","lang":"en","retweeted":false,"fact_check":null,"id":"1983201017601896723","view_count":1255,"bookmark_count":0,"created_at":1761666943000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983195339382501476","full_text":"@taranjeetio @mem0ai Congrats!","in_reply_to_user_id_str":"1534421484546174976","in_reply_to_status_id_str":"1983195339382501476","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/microsoft/agen…","expanded_url":"https://github.com/microsoft/agent-lightning","url":"https://t.co/guN9Q93Uig","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983180535943118949","view_count":3508,"bookmark_count":32,"created_at":1761662060000,"favorite_count":35,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983180523473354906","full_text":"https://t.co/guN9Q93Uig","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983180523473354906","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":70739,"startTime":1761696000000,"endTime":1761782400000,"tweets":[{"bookmarked":false,"display_text_range":[0,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983630211506958699","view_count":14776,"bookmark_count":6,"created_at":1761769271000,"favorite_count":38,"quote_count":3,"reply_count":12,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983630211506958699","full_text":"What happened to AGI?\n\nI don't see anyone mentioning it on my timeline anymore. \n\nApparently, it's now ASI. :)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/pzSkHzoNlT","expanded_url":"https://x.com/omarsar0/status/1983637226996298210/photo/1","id_str":"1983637223334686720","indices":[276,299],"media_key":"3_1983637223334686720","media_url_https":"https://pbs.twimg.com/media/G4dLi3wbMAAA9LJ.png","type":"photo","url":"https://t.co/pzSkHzoNlT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1578,"w":1732,"resize":"fit"},"medium":{"h":1093,"w":1200,"resize":"fit"},"small":{"h":620,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1578,"width":1732,"focus_rects":[{"x":0,"y":0,"w":1732,"h":970},{"x":0,"y":0,"w":1578,"h":1578},{"x":0,"y":0,"w":1384,"h":1578},{"x":81,"y":0,"w":789,"h":1578},{"x":0,"y":0,"w":1732,"h":1578}]},"media_results":{"result":{"media_key":"3_1983637223334686720"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983637226996298210","view_count":28999,"bookmark_count":172,"created_at":1761770943000,"favorite_count":178,"quote_count":0,"reply_count":18,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1983637226996298210","full_text":"There is so much value in data for training/tuning LLM agents.\n\nBut there aren't too many good public ones.\n\nIf you do find a good one, it's not in a standard format, and tools vary.\n\nAgent Data Protocol attempts to solve this by unifying datasets for fine-tuning LLM agents. https://t.co/pzSkHzoNlT","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.24699","expanded_url":"https://arxiv.org/abs/2510.24699","url":"https://t.co/Vqy0hRwKOR","indices":[1530,1553]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646030899113986","indices":[276,299],"media_key":"3_1983646030899113986","media_url_https":"https://pbs.twimg.com/media/G4dTjifa8AI5mLq.png","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":827,"w":621,"resize":"fit"},"medium":{"h":827,"w":621,"resize":"fit"},"small":{"h":680,"w":511,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":827,"width":621,"focus_rects":[{"x":0,"y":0,"w":621,"h":348},{"x":0,"y":0,"w":621,"h":621},{"x":0,"y":0,"w":621,"h":708},{"x":20,"y":0,"w":414,"h":827},{"x":0,"y":0,"w":621,"h":827}]},"media_results":{"result":{"media_key":"3_1983646030899113986"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646034841759747","indices":[276,299],"media_key":"3_1983646034841759747","media_url_https":"https://pbs.twimg.com/media/G4dTjxLa8AMj5Yq.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1293,"w":2048,"resize":"fit"},"medium":{"h":758,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2432,"focus_rects":[{"x":0,"y":0,"w":2432,"h":1362},{"x":508,"y":0,"w":1536,"h":1536},{"x":603,"y":0,"w":1347,"h":1536},{"x":892,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2432,"h":1536}]},"media_results":{"result":{"media_key":"3_1983646034841759747"}}},{"display_url":"pic.x.com/ODo1K8saoT","expanded_url":"https://x.com/omarsar0/status/1983646041850495140/photo/1","id_str":"1983646038977343491","indices":[276,299],"media_key":"3_1983646038977343491","media_url_https":"https://pbs.twimg.com/media/G4dTkAla8AMRkqD.jpg","type":"photo","url":"https://t.co/ODo1K8saoT","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1318,"w":2048,"resize":"fit"},"medium":{"h":772,"w":1200,"resize":"fit"},"small":{"h":438,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1346,"width":2092,"focus_rects":[{"x":0,"y":0,"w":2092,"h":1172},{"x":746,"y":0,"w":1346,"h":1346},{"x":911,"y":0,"w":1181,"h":1346},{"x":1388,"y":0,"w":673,"h":1346},{"x":0,"y":0,"w":2092,"h":1346}]},"media_results":{"result":{"media_key":"3_1983646038977343491"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983646041850495140","view_count":25802,"bookmark_count":387,"created_at":1761773045000,"favorite_count":343,"quote_count":3,"reply_count":11,"retweet_count":51,"user_id_str":"3448284313","conversation_id_str":"1983646041850495140","full_text":"This is actually a clever context engineering technique for web agents.\n\nIt's called AgentFold, an agent that acts as a self-aware knowledge manager.\n\nIt treats context as a dynamic cognitive workspace by folding information at different scales:\n\n- Light folding: Compressing small details while keeping the important stuff\n\n- Deep folding: Combining multiple steps or tasks into a simplified summary\n\nMore of my notes:\n\n1) Solving context saturation – Traditional ReAct-based web agents accumulate noisy histories, causing context overload, while fixed summarization methods risk irreversible information loss. AgentFold introduces a dynamic folding paradigm that balances detail preservation with efficient compression.\n\n2) Proactive context management – Rather than passively logging history, AgentFold actively manages its workspace through multi-scale folding operations, adapting to task complexity and information density in real-time.\n\n3) Impressive efficiency – AgentFold-30B achieves 36.2% on BrowseComp and 47.3% on BrowseComp-ZH, outperforming dramatically larger open-source models like DeepSeek-V3.1-671B and surpassing proprietary agents like OpenAI's o4-mini.\n\n4) Simple training approach – Achieved through SFT without requiring continual pre-training or RL, making it more accessible for AI practitioners.\n\n5) Significant resource advantage – Achieves competitive performance with 30B parameters versus competitors using 671B+ parameters. Major efficiency gains for web agent development and deployment.\n\nPaper: https://t.co/Vqy0hRwKOR","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,94],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2309105822","name":"Eric Jang","screen_name":"ericjang11","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"ericjang11","lang":"en","retweeted":false,"fact_check":null,"id":"1983341537150054546","view_count":614,"bookmark_count":0,"created_at":1761700445000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983257382739390820","full_text":"@ericjang11 So cool to see your years of work come to life like this. What an exciting future.","in_reply_to_user_id_str":"2309105822","in_reply_to_status_id_str":"1983257382739390820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983558992141189401","view_count":3,"bookmark_count":0,"created_at":1761752291000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician in what sense?","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983557629315068111","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"240008974","name":"Greg Kamradt","screen_name":"GregKamradt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"GregKamradt","lang":"en","retweeted":false,"fact_check":null,"id":"1983557531348988200","view_count":124,"bookmark_count":1,"created_at":1761751942000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983186681240174791","full_text":"@GregKamradt I used to do this a lot but now I just switch to plan mode when I don’t want code to be written. And then switch back to auto edits or manually approved edits depending on complexity of task. Shift + Tab does it for me.","in_reply_to_user_id_str":"240008974","in_reply_to_status_id_str":"1983186681240174791","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,18],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1495078042498002950","name":"finbarr","screen_name":"finbarrtimbers","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"finbarrtimbers","lang":"qme","retweeted":false,"fact_check":null,"id":"1983523296873214152","view_count":417,"bookmark_count":0,"created_at":1761743780000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983272290520576182","full_text":"@finbarrtimbers ❤️","in_reply_to_user_id_str":"1495078042498002950","in_reply_to_status_id_str":"1983272290520576182","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1913206493647929344","name":"Collin James","screen_name":"ai_electrician","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"ai_electrician","lang":"en","retweeted":false,"fact_check":null,"id":"1983560946405589395","view_count":4,"bookmark_count":0,"created_at":1761752757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1979242073372164306","full_text":"@ai_electrician Not sure how others use Claude Code, but I am using both MCP and Skills in all my workflows.","in_reply_to_user_id_str":"1913206493647929344","in_reply_to_status_id_str":"1983559552910966963","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-31","value":128299,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/3w5rluxJfm","expanded_url":"https://x.com/omarsar0/status/1983892163990843692/photo/1","id_str":"1983892159289065472","indices":[276,299],"media_key":"3_1983892159289065472","media_url_https":"https://pbs.twimg.com/media/G4gzaGMbgAAyIir.jpg","type":"photo","url":"https://t.co/3w5rluxJfm","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1002,"w":2048,"resize":"fit"},"medium":{"h":587,"w":1200,"resize":"fit"},"small":{"h":333,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1456,"width":2976,"focus_rects":[{"x":376,"y":0,"w":2600,"h":1456},{"x":1423,"y":0,"w":1456,"h":1456},{"x":1513,"y":0,"w":1277,"h":1456},{"x":1787,"y":0,"w":728,"h":1456},{"x":0,"y":0,"w":2976,"h":1456}]},"media_results":{"result":{"media_key":"3_1983892159289065472"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892163990843692","view_count":21556,"bookmark_count":239,"created_at":1761831725000,"favorite_count":294,"quote_count":5,"reply_count":11,"retweet_count":54,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Graph-based Agent Planning\n\nIt lets AI agents run multiple tools in parallel to accelerate task completion.\n\nUses graphs to map tool dependencies + RL to learn the best execution order.\n\nRL also helps with scheduling strategies and planning.\n\nMajor speedup for complex tasks. https://t.co/3w5rluxJfm","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983662836896448756","quoted_status_permalink":{"url":"https://t.co/fHpZcgxjzl","expanded":"https://twitter.com/cognition/status/1983662836896448756","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1983892272492978178","view_count":7503,"bookmark_count":12,"created_at":1761831751000,"favorite_count":30,"quote_count":0,"reply_count":3,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983892272492978178","full_text":"It's pretty exciting to see how fast agentic models are getting. \n\nBesides improved reliability, speed is a must for coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/75bNpTJmY4","expanded_url":"https://x.com/omarsar0/status/1983915573215162873/photo/1","id_str":"1983915569943605251","indices":[276,299],"media_key":"3_1983915569943605251","media_url_https":"https://pbs.twimg.com/media/G4hIsxra8AM98l3.jpg","type":"photo","url":"https://t.co/75bNpTJmY4","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1077,"w":2048,"resize":"fit"},"medium":{"h":631,"w":1200,"resize":"fit"},"small":{"h":358,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1077,"width":2048,"focus_rects":[{"x":0,"y":0,"w":1923,"h":1077},{"x":0,"y":0,"w":1077,"h":1077},{"x":0,"y":0,"w":945,"h":1077},{"x":0,"y":0,"w":539,"h":1077},{"x":0,"y":0,"w":2048,"h":1077}]},"media_results":{"result":{"media_key":"3_1983915569943605251"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915573215162873","view_count":41421,"bookmark_count":142,"created_at":1761837306000,"favorite_count":320,"quote_count":3,"reply_count":21,"retweet_count":34,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🚀 MiniMax-M2 is the new top-tier open model for agentic workflows and advanced coding.\n\n• #1 Open-source Model & #4 Intelligence (Artificial Analysis)\n• 200k context window (128K max output tokens)\n• ~100 TPS throughput\n• 8% Claude Sonnet price, ~2x faster\n\nMore details: https://t.co/75bNpTJmY4","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983963939646881854","quoted_status_permalink":{"url":"https://t.co/BylacwdRYN","expanded":"https://twitter.com/claudeai/status/1983963939646881854","display":"x.com/claudeai/statu…"},"retweeted":false,"fact_check":null,"id":"1983976239531761888","view_count":38493,"bookmark_count":253,"created_at":1761851770000,"favorite_count":219,"quote_count":1,"reply_count":6,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"This has been one of the most epic uses of Skills.\n\nBuilding, testing, and optimizing MCP tools.\n\nA few of my MCP tools are agent-powered, so I ended up generalizing the skill to optimize agents and context.\n\nWriting, evals, data analysis, most of it moved to Claude Code now. 🚀","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983916779660362154","view_count":3130,"bookmark_count":2,"created_at":1761837594000,"favorite_count":11,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Personally, it's very exciting to see open efforts for models that do well for agentic workflows. \n\nLet me know if you would like to see a guide on this and how I have started to use it for AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915652764332401","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1983979069432852744","view_count":3251,"bookmark_count":6,"created_at":1761852445000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983976239531761888","full_text":"I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983976239531761888","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/BAIhpuU2Ao","expanded_url":"https://x.com/omarsar0/status/1983915592055968239/photo/1","id_str":"1983915586351722498","indices":[288,311],"media_key":"3_1983915586351722498","media_url_https":"https://pbs.twimg.com/media/G4hItuza8AInkfs.jpg","type":"photo","url":"https://t.co/BAIhpuU2Ao","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":848,"w":2048,"resize":"fit"},"medium":{"h":497,"w":1200,"resize":"fit"},"small":{"h":282,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1696,"width":4096,"focus_rects":[{"x":1036,"y":0,"w":3029,"h":1696},{"x":1702,"y":0,"w":1696,"h":1696},{"x":1806,"y":0,"w":1488,"h":1696},{"x":2126,"y":0,"w":848,"h":1696},{"x":0,"y":0,"w":4096,"h":1696}]},"media_results":{"result":{"media_key":"3_1983915586351722498"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915592055968239","view_count":1086,"bookmark_count":4,"created_at":1761837311000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🐙 Engineered for Agents & Code\n\n• M2 excels in math, science, and code.\n• #1 Open-source Model & #4 Intelligence (by Artificial Analysis & LMArena)\n• Crushes SWE-Bench + Terminal-Bench.\n• Comparable to top proprietary models in BrowseComp.\n\nPowered by MiniMax’s CISPO scaling algorithm, the technique is highlighted in Meta’s \"Art of Scaling RL Compute.\"","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915573215162873","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,189],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MIa57aZyLd","expanded_url":"https://x.com/omarsar0/status/1983915607608455540/photo/1","id_str":"1983915605263781888","indices":[190,213],"media_key":"3_1983915605263781888","media_url_https":"https://pbs.twimg.com/media/G4hIu1QaEAAwDEu.jpg","type":"photo","url":"https://t.co/MIa57aZyLd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":759,"w":1063,"resize":"fit"},"medium":{"h":759,"w":1063,"resize":"fit"},"small":{"h":486,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":759,"width":1063,"focus_rects":[{"x":0,"y":164,"w":1063,"h":595},{"x":285,"y":0,"w":759,"h":759},{"x":331,"y":0,"w":666,"h":759},{"x":474,"y":0,"w":380,"h":759},{"x":0,"y":0,"w":1063,"h":759}]},"media_results":{"result":{"media_key":"3_1983915605263781888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915607608455540","view_count":525,"bookmark_count":2,"created_at":1761837314000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"1️⃣ #1 on OpenRouter's Top Today Chart!\n\nJust a few days after release, it's trending to be the top open-source model in terms of token usage in OpenRouter.\n\nIt's taking off really quickly. https://t.co/MIa57aZyLd","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915592055968239","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ISS0yl9tPx","expanded_url":"https://x.com/omarsar0/status/1983915623181894127/photo/1","id_str":"1983915620182978562","indices":[278,301],"media_key":"3_1983915620182978562","media_url_https":"https://pbs.twimg.com/media/G4hIvs1a8AI6bfr.png","type":"photo","url":"https://t.co/ISS0yl9tPx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":818,"w":798,"resize":"fit"},"medium":{"h":818,"w":798,"resize":"fit"},"small":{"h":680,"w":663,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":818,"width":798,"focus_rects":[{"x":0,"y":0,"w":798,"h":447},{"x":0,"y":0,"w":798,"h":798},{"x":80,"y":0,"w":718,"h":818},{"x":389,"y":0,"w":409,"h":818},{"x":0,"y":0,"w":798,"h":818}]},"media_results":{"result":{"media_key":"3_1983915620182978562"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915623181894127","view_count":459,"bookmark_count":1,"created_at":1761837318000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"👨💻 Agentic Intelligence, Simplified\n\nSupports full dev cycles: multi-file edits → run → debug → auto-fix.\n\nM2 enables developers to transition seamlessly from the shell to the browser to MCP tools. Great for agents & long-horizon tasks.\n\nM2 plans, executes, retrieves, and self-corrects autonomously.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915607608455540","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"github.com/MiniMax-AI/Min…","expanded_url":"https://github.com/MiniMax-AI/MiniMax-M2","url":"https://t.co/cBgswjsHzG","indices":[250,273]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915635655766483","view_count":977,"bookmark_count":4,"created_at":1761837321000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"🧠 Built for Efficiency & Accuracy\n\nBuilt for multi-hop, retrieval-heavy reasoning.\n\nM2 also shows that activation size matters.\n\nIt uses 10B activations, which leads to more responsive agent loops + better unit economics.\n\nMore info in the repo: https://t.co/cBgswjsHzG","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915623181894127","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,250],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/elvism2","expanded_url":"https://bit.ly/elvism2","url":"https://t.co/i0r1R48XXb","indices":[107,130]},{"display_url":"platform.minimax.io/docs/guides/te…","expanded_url":"https://platform.minimax.io/docs/guides/text-generation","url":"https://t.co/YdCOkaAbo2","indices":[138,161]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/chVipM5l6O","expanded_url":"https://x.com/omarsar0/status/1983915652764332401/photo/1","id_str":"1983915649715109888","indices":[251,274],"media_key":"3_1983915649715109888","media_url_https":"https://pbs.twimg.com/media/G4hIxa2bgAAnrLu.jpg","type":"photo","url":"https://t.co/chVipM5l6O","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1310,"w":1588,"resize":"fit"},"medium":{"h":990,"w":1200,"resize":"fit"},"small":{"h":561,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1310,"width":1588,"focus_rects":[{"x":0,"y":0,"w":1588,"h":889},{"x":0,"y":0,"w":1310,"h":1310},{"x":0,"y":0,"w":1149,"h":1310},{"x":0,"y":0,"w":655,"h":1310},{"x":0,"y":0,"w":1588,"h":1310}]},"media_results":{"result":{"media_key":"3_1983915649715109888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983915652764332401","view_count":3905,"bookmark_count":12,"created_at":1761837325000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983915573215162873","full_text":"Free for all devs, globally via MiniMax Agent and APIs for a limited time.\n\nTry it:\n🔹 MiniMax Agent (Web): https://t.co/i0r1R48XXb\n🔹 API: https://t.co/YdCOkaAbo2\n\nAlso live across Claude Code, Cursor, Cline, Roo Code, Grok CLI, Gemini CLI & more. https://t.co/chVipM5l6O","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983915635655766483","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,180],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1983976239531761888","url":"https://t.co/O5K64wV3Sg","indices":[157,180]}],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1983976239531761888","quoted_status_permalink":{"url":"https://t.co/O5K64wV3Sg","expanded":"https://x.com/omarsar0/status/1983976239531761888","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1983977067374113202","view_count":1536,"bookmark_count":9,"created_at":1761851968000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983961480254083225","full_text":"@trq212 Actually, the easiest might be Claude Code + Skills. ;)\n\nSkills have allowed me to better package best practices into how I build agentic systems. \n\nhttps://t.co/O5K64wV3Sg","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1983961480254083225","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.25320","expanded_url":"https://arxiv.org/abs/2510.25320","url":"https://t.co/1Zv2ziLTDV","indices":[7,30]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1983892176892522642","view_count":3223,"bookmark_count":17,"created_at":1761831728000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1983892163990843692","full_text":"Paper: https://t.co/1Zv2ziLTDV","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1983892163990843692","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1943306828697550848","name":"Claude","screen_name":"claudeai","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"claudeai","lang":"en","retweeted":false,"fact_check":null,"id":"1983979175020003663","view_count":1234,"bookmark_count":2,"created_at":1761852470000,"favorite_count":7,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1983963930356752820","full_text":"Thanks for the feature. I have a few Skills that I ended up building, so I also built a Skill to help me build other Skills. It's quite robust. It can check for other skills I have built, browse the web, docs, and other ideas people are using in Skills. Much better than the default skill builder.","in_reply_to_user_id_str":"1943306828697550848","in_reply_to_status_id_str":"1983963941199102450","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":116607,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,199],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1983556187632365712","quoted_status_permalink":{"url":"https://t.co/Q5cfxJfnTr","expanded":"https://twitter.com/zeeg/status/1983556187632365712","display":"x.com/zeeg/status/19…"},"retweeted":false,"fact_check":null,"id":"1984069751518515644","view_count":12338,"bookmark_count":19,"created_at":1761874065000,"favorite_count":48,"quote_count":0,"reply_count":6,"retweet_count":6,"user_id_str":"3448284313","conversation_id_str":"1984069751518515644","full_text":"The “MCP is dead” camp is just as clueless as the “RAG is dead” camp.\n\nThey have absolutely no clue what they are talking about.\n\nJust watch what happens in the next couple of weeks in this timeline.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WSHrGS0mnU","expanded_url":"https://x.com/omarsar0/status/1984235423707844958/photo/1","id_str":"1984235420453163008","indices":[274,297],"media_key":"3_1984235420453163008","media_url_https":"https://pbs.twimg.com/media/G4lrmhrb0AA5BJX.jpg","type":"photo","url":"https://t.co/WSHrGS0mnU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1523,"w":2048,"resize":"fit"},"medium":{"h":893,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1556,"width":2092,"focus_rects":[{"x":0,"y":303,"w":2092,"h":1172},{"x":536,"y":0,"w":1556,"h":1556},{"x":727,"y":0,"w":1365,"h":1556},{"x":1127,"y":0,"w":778,"h":1556},{"x":0,"y":0,"w":2092,"h":1556}]},"media_results":{"result":{"media_key":"3_1984235420453163008"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984235423707844958","view_count":37257,"bookmark_count":179,"created_at":1761913564000,"favorite_count":141,"quote_count":0,"reply_count":11,"retweet_count":14,"user_id_str":"3448284313","conversation_id_str":"1984235423707844958","full_text":"Excited to announce our academy's first cohort-based course, Building Effective AI Agents.\n\nThis is the one solution that teaches, end-to-end, how to build, evaluate, and deploy AI agents.\n\nFor 1 month, you'll build with cutting-edge techniques like memory and deep agents. https://t.co/WSHrGS0mnU","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qISPApi7lS","expanded_url":"https://x.com/omarsar0/status/1984248563711586493/photo/1","id_str":"1984246007320715264","indices":[279,302],"media_key":"3_1984246007320715264","media_url_https":"https://pbs.twimg.com/media/G4l1Ow1WoAAMqmy.jpg","type":"photo","url":"https://t.co/qISPApi7lS","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":831,"w":1554,"resize":"fit"},"medium":{"h":642,"w":1200,"resize":"fit"},"small":{"h":364,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":831,"width":1554,"focus_rects":[{"x":35,"y":0,"w":1484,"h":831},{"x":362,"y":0,"w":831,"h":831},{"x":413,"y":0,"w":729,"h":831},{"x":569,"y":0,"w":416,"h":831},{"x":0,"y":0,"w":1554,"h":831}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984246007320715264"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984248563711586493","view_count":40089,"bookmark_count":263,"created_at":1761916697000,"favorite_count":442,"quote_count":2,"reply_count":40,"retweet_count":15,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"The more I use Claude Code, the more it makes me believe that I can build whatever I want.\n\nIt coded this little feature flawlessly in one shot.\n\nIt's a luxury feature (I haven't had the time to implement it) that lots of people have been asking for our guides. \n\nShipping soon! https://t.co/qISPApi7lS","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1984251183331262739","quoted_status_permalink":{"url":"https://t.co/McUYOwPQJa","expanded":"https://twitter.com/dair_ai/status/1984251183331262739","display":"x.com/dair_ai/status…"},"retweeted":false,"fact_check":null,"id":"1984253171334893809","view_count":7641,"bookmark_count":13,"created_at":1761917796000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984253171334893809","full_text":"One of the many AI-powered tools we are providing to our academy subs. \n\nIt's in beta, but I believe it's already extremely useful to students navigating technical AI courses. \n\nIt can even translate, which is a super boost for some of our learners.\n\nStay tuned for more!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,47],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863959670169501696","name":"Kimi.ai","screen_name":"Kimi_Moonshot","indices":[0,14]},{"id_str":"1471128655699062784","name":"Zed","screen_name":"zeddotdev","indices":[15,25]}]},"favorited":false,"in_reply_to_screen_name":"Kimi_Moonshot","lang":"en","retweeted":false,"fact_check":null,"id":"1984251629026308362","view_count":1722,"bookmark_count":0,"created_at":1761917428000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984207733177090274","full_text":"@Kimi_Moonshot @zeddotdev Huge! Congrats, team.","in_reply_to_user_id_str":"1863959670169501696","in_reply_to_status_id_str":"1984207733177090274","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,103],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"38821351","name":"Klaas","screen_name":"forgebitz","indices":[0,10]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/gAARQYnsOO","expanded_url":"https://x.com/omarsar0/status/1984237838779703623/photo/1","id_str":"1984237779077730304","indices":[104,127],"media_key":"3_1984237779077730304","media_url_https":"https://pbs.twimg.com/media/G4ltv0PWkAAKREV.jpg","type":"photo","url":"https://t.co/gAARQYnsOO","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1100,"w":1764,"resize":"fit"},"medium":{"h":748,"w":1200,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1100,"width":1764,"focus_rects":[{"x":0,"y":0,"w":1764,"h":988},{"x":0,"y":0,"w":1100,"h":1100},{"x":0,"y":0,"w":965,"h":1100},{"x":33,"y":0,"w":550,"h":1100},{"x":0,"y":0,"w":1764,"h":1100}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1984237779077730304"}}}]},"favorited":false,"in_reply_to_screen_name":"forgebitz","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984237838779703623","view_count":1164,"bookmark_count":4,"created_at":1761914140000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984214576033100048","full_text":"@forgebitz Interesting idea. I was thinking of the same lately after seeing this in the Anthropic docs: https://t.co/gAARQYnsOO","in_reply_to_user_id_str":"38821351","in_reply_to_status_id_str":"1984214576033100048","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,204],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4398626122","name":"OpenAI","screen_name":"OpenAI","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"OpenAI","lang":"en","retweeted":false,"fact_check":null,"id":"1984304979671224702","view_count":5995,"bookmark_count":2,"created_at":1761930148000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984304194837528864","full_text":"@OpenAI I really wish Atlas would improve on more advanced browser operations. It can click buttons and do regular browsing, but it gets stuck quite often when it's adding, formatting, or creating things.","in_reply_to_user_id_str":"4398626122","in_reply_to_status_id_str":"1984304194837528864","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"promptingguide.ai/agents/deep-ag…","expanded_url":"https://www.promptingguide.ai/agents/deep-agents","url":"https://t.co/EP15vqHmOL","indices":[108,131]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/hUXeh130Du","expanded_url":"https://x.com/omarsar0/status/1984280472365760852/video/1","id_str":"1984280293679747072","indices":[132,155],"media_key":"13_1984280293679747072","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984280293679747072/img/4ZOWMUIv2zAJDL9-.jpg","type":"video","url":"https://t.co/hUXeh130Du","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[16,9],"duration_millis":14966,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984280293679747072/pl/mqcu-3szNmBsqs5d.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/480x270/y0JqYXKrcbrnfbuh.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/640x360/yW1bzKRlW9PqjNbI.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1280x720/odbv19RCQnBjlXcC.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984280293679747072/vid/avc1/1920x1080/CUddwwSaXhqc21wC.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1984280293679747072"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984280472365760852","view_count":6547,"bookmark_count":14,"created_at":1761924305000,"favorite_count":19,"quote_count":0,"reply_count":4,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"This is roughly how it would work. You can click on copy markdown or send the guide to ChatGPT or Claude. \n\nhttps://t.co/EP15vqHmOL https://t.co/hUXeh130Du","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984248563711586493","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1984281498057687053","view_count":3350,"bookmark_count":3,"created_at":1761924549000,"favorite_count":11,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"I am pushing out lots of improvements to the guide, including new advanced guides, in the coming weeks. \n\nClaude Code has been instrumental in maintaining this open-source project.\n\nI feel like I can now ship all the luxury features I had in mind for the guide. More soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1984280472365760852","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","retweeted":false,"fact_check":null,"id":"1984281863679328336","view_count":504,"bookmark_count":0,"created_at":1761924637000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984248563711586493","full_text":"@theideogenesis I have been trying it for the past couple of weeks, but it just doesn't stick for some reason.","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1984281595214492083","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":84129,"startTime":1761955200000,"endTime":1762041600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/SM6F49bxTD","expanded_url":"https://x.com/omarsar0/status/1984641893519839271/video/1","id_str":"1984641843494273024","indices":[279,302],"media_key":"13_1984641843494273024","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1984641843494273024/img/zTUkDLjDaa-cqUZN.jpg","type":"video","url":"https://t.co/SM6F49bxTD","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":10700,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1984641843494273024/pl/fSq0TLs3v6EzQ3do.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/480x270/8mKv-iEXWNeBPVYV.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/640x360/Qn9yfRkU7UxBs7Zq.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1984641843494273024/vid/avc1/1280x720/T2qORjbqd-hckmQT.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1984641843494273024"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1984641893519839271","view_count":81503,"bookmark_count":449,"created_at":1762010474000,"favorite_count":505,"quote_count":3,"reply_count":32,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"Simplicity is at the heart of great software.\n\nThis is one of the reasons why Claude Code has been sticky for me.\n\nAs a builder, I love planning and brainstorming, and this is now a key focus of Claude Code.\n\nI use Shift + Tab a lot to cycle between brainstorming, planning, and execution.\n\nThis functionality provides the appropriate interface for me to either be very involved or less involved as I please.\n\nThis works particularly well when building out new and complex features or entire new projects.\n\nThis saves a huge amount of time. It allows me to tune Claude Code to execute and build more effectively. It also builds a loop of trust, and I often (surprisingly) find Claude Code asking for clarifications when it's confused. Coding agents don't normally do that.\n\nI have shared before on the power of brainstorming with AI for longer times. Try it and you will not be disappointed.\n\nVibe coding is fun, but pair it with intentional development cycles, and you watch how far you can take a project with coding agents today.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,54],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1984647765377307081","view_count":923,"bookmark_count":0,"created_at":1762011874000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984645815361814672","full_text":"@OfficialLoganK 💯 vibe coding removes so many barriers","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1984645815361814672","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,80],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1899832852910624768","name":"CrazyAI Tech","screen_name":"CrazyAITech","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"CrazyAITech","lang":"en","retweeted":false,"fact_check":null,"id":"1984645346706747549","view_count":1624,"bookmark_count":1,"created_at":1762011298000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@CrazyAITech there is a good reason why i use it inside the IDE but yeah i agree","in_reply_to_user_id_str":"1899832852910624768","in_reply_to_status_id_str":"1984644313788133486","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1727823147045388288","name":"TrevorPillows","screen_name":"TrevorPillowsSa","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"TrevorPillowsSa","lang":"en","retweeted":false,"fact_check":null,"id":"1984648134706774371","view_count":79,"bookmark_count":0,"created_at":1762011962000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984641893519839271","full_text":"@TrevorPillowsSa it's not only bugs... it's design taste, architecture decisions, and other important decisions","in_reply_to_user_id_str":"1727823147045388288","in_reply_to_status_id_str":"1984647392453673433","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-03","value":41668,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985022450606714899","view_count":36665,"bookmark_count":107,"created_at":1762101206000,"favorite_count":127,"quote_count":1,"reply_count":19,"retweet_count":16,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Proactive agents are going to fundamentally change how we interact with software.\n\nTraditional software and UI/UX are about to get a major upgrade.\n\nProactive agents will eliminate broken interfaces.\n\nWe know really well that the way we interact with computers and devices today is broken (including mobile phones), and I believe we might finally be able to fix that.\n\nProactive agents will carry out an insane amount of work for you, and the way we provide them feedback and assess outputs cannot be supported by current interfaces.\n\nCurrent interfaces limit proactive agents.\n\nWe need to reassess how we interact with software, hardware, and digital information. There is a lot of work to do on the research and engineering front. First-principles thinking will thrive here.\n\nThe change is coming whether you like it or not.\n\nI can't wait for the day when I don't have to waste time looking or chatting for information in a million tabs in my browser.\n\nMost of my work already happens in Claude Code. From writing, to evals, to data analysis, to deep research, all the way to coding entire apps and building new experiences for our communities. Coding agents also scale nicely with parallelizing tasks. But that's touching the surface. I believe it's a glimpse of the future that's coming. A new form factor could emerge, too.\n\nI also like using ChatGPT Pulse daily, which is basically a proactive AI looking for what it thinks I will enjoy reading. Not only that, it is also shaping my health habits and how to improve as a person.\n\nProactive agents will be able to work 24 hours a day (all year round), which means more can get done in shorter timelines, leading to significant boosts in productivity across the board.\n\nI know for many, this will feel like a very optimistic view. I, too, will acknowledge the limitations of LLM-based agents. But I am already building personalized proactive agents for the future, and even with its current limitations, it's already enabling and accelerating my impact through various efforts in open-source, consulting, science, and education. I feel like we have built a good foundation to accelerate how much positive impact we can bring to our customers and communities.\n\nThe most exciting change I am witnessing in my life is the balance that this technology brings. I can finally build relentlessly (with AI assistants), take care of my health (and those of my loved ones), and explore new passions. Proactive agents will only accelerate this further.\n\nLots of changes, socially, economically, culturally, and philosophically, will happen. Still thinking deeply about how this changes the way we accelerate humanity. \n\nFeel free to disagree/agree with me. I would love to genuinely hear how others are thinking of a future with abundant AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"GoogleAIStudio","lang":"en","retweeted":false,"fact_check":null,"id":"1985095499926360108","view_count":1428,"bookmark_count":0,"created_at":1762118623000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985095028612698534","full_text":"@GoogleAIStudio Great addition. Thank you!","in_reply_to_user_id_str":"1742923424056713217","in_reply_to_status_id_str":"1985095028612698534","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,286],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3284645496","name":"Md. Mehedi Hasan Rakib","screen_name":"mehedi_u","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"mehedi_u","lang":"en","retweeted":false,"fact_check":null,"id":"1985028498180710883","view_count":282,"bookmark_count":0,"created_at":1762102648000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"Great question. That's why I initially started this note on interfaces. I think that's where a lot of innovation needs to happen. I suspect new form factors or changing fundamentally how we interact with AI/software. On the agency part, I think that's where personalization or true understanding of our individual experiences will come into play. I don't think AI is there today. Lots to think about here, but just sharing quick thoughts.","in_reply_to_user_id_str":"3284645496","in_reply_to_status_id_str":"1985027377013961156","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1985023375563981297","view_count":173,"bookmark_count":0,"created_at":1762101427000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@SrinivasValekar One of the areas I am spending a lot of time on recently. So much we can build here.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1985023080251695430","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"102288215","name":"Swayson","screen_name":"Swayson","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"Swayson","lang":"en","retweeted":false,"fact_check":null,"id":"1985024481581023458","view_count":123,"bookmark_count":0,"created_at":1762101691000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@Swayson I can admit there were issues early on but this has improved with better interfaces and workflows.","in_reply_to_user_id_str":"102288215","in_reply_to_status_id_str":"1985024027010998610","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,185],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4697265492","name":"Ak afridi","screen_name":"afridi_aka1","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"afridi_aka1","lang":"en","retweeted":false,"fact_check":null,"id":"1985029233710678035","view_count":72,"bookmark_count":0,"created_at":1762102824000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985022450606714899","full_text":"@afridi_aka1 I like the mention of intuity here. So much progress on personalization needs to happen. And I think that's the area that we, as a field, have not been able to crack (yet).","in_reply_to_user_id_str":"4697265492","in_reply_to_status_id_str":"1985028663050375633","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,195],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"346640777","name":"Matt Pocock","screen_name":"mattpocockuk","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mattpocockuk","lang":"en","retweeted":false,"fact_check":null,"id":"1985025447625896143","view_count":2925,"bookmark_count":2,"created_at":1762101921000,"favorite_count":13,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1984971345839439880","full_text":"@mattpocockuk Windsurf takes the crown for me. Haven't had the need to change it since I installed it. I know their team has worked really hard on the tab to complete, and they keep improving it.","in_reply_to_user_id_str":"346640777","in_reply_to_status_id_str":"1984971345839439880","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":78683,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/wVSfklvb85","expanded_url":"https://x.com/omarsar0/status/1985348779193860414/photo/1","id_str":"1985348775616069632","indices":[280,303],"media_key":"3_1985348775616069632","media_url_https":"https://pbs.twimg.com/media/G41gMU3aQAAcxhU.jpg","type":"photo","url":"https://t.co/wVSfklvb85","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":55,"y":534,"h":70,"w":70}]},"medium":{"faces":[{"x":48,"y":473,"h":62,"w":62}]},"small":{"faces":[{"x":27,"y":268,"h":35,"w":35}]},"orig":{"faces":[{"x":55,"y":534,"h":70,"w":70}]}},"sizes":{"large":{"h":1354,"w":1200,"resize":"fit"},"medium":{"h":1200,"w":1064,"resize":"fit"},"small":{"h":680,"w":603,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1354,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":0,"y":0,"w":1200,"h":1200},{"x":12,"y":0,"w":1188,"h":1354},{"x":371,"y":0,"w":677,"h":1354},{"x":0,"y":0,"w":1200,"h":1354}]},"media_results":{"result":{"media_key":"3_1985348775616069632"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348779193860414","view_count":31167,"bookmark_count":168,"created_at":1762179009000,"favorite_count":150,"quote_count":2,"reply_count":13,"retweet_count":22,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Long-term memory doesn't have to suck!\n\nHere is the problem: even LLMs with 1M token windows struggle substantially as dialogues lengthen.\n\nRaw context capacity alone is insufficient for effective long-term conversational memory.\n\nOn the other hand, hybrid memory approaches work really well on AI agents.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985358804469284945","view_count":6743,"bookmark_count":10,"created_at":1762181399000,"favorite_count":51,"quote_count":1,"reply_count":7,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985358804469284945","full_text":"Vibe coding is cute, but pair it with intentional development cycles, and watch how far you can take a project with coding agents today.\n\nLearn to code and vibe code. You won't regret it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,79],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/zTBaYYbrcd","expanded_url":"https://x.com/omarsar0/status/1985353551984427435/photo/1","id_str":"1985353395700482048","indices":[80,103],"media_key":"3_1985353395700482048","media_url_https":"https://pbs.twimg.com/media/G41kZQBXwAA1h9C.jpg","type":"photo","url":"https://t.co/zTBaYYbrcd","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]},"medium":{"faces":[{"x":10,"y":912,"h":85,"w":85}]},"small":{"faces":[{"x":5,"y":516,"h":48,"w":48}]},"orig":{"faces":[{"x":14,"y":1221,"h":114,"w":114}]}},"sizes":{"large":{"h":1606,"w":1592,"resize":"fit"},"medium":{"h":1200,"w":1190,"resize":"fit"},"small":{"h":680,"w":674,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1606,"width":1592,"focus_rects":[{"x":0,"y":0,"w":1592,"h":892},{"x":0,"y":0,"w":1592,"h":1592},{"x":0,"y":0,"w":1409,"h":1606},{"x":0,"y":0,"w":803,"h":1606},{"x":0,"y":0,"w":1592,"h":1606}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1985353395700482048"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985353551984427435","view_count":11085,"bookmark_count":75,"created_at":1762180147000,"favorite_count":92,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985353551984427435","full_text":"Cool project showcasing the use of multi-agent systems for scientific research. https://t.co/zTBaYYbrcd","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,268],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985383441953923221","quoted_status_permalink":{"url":"https://t.co/afIj7eO4Ef","expanded":"https://twitter.com/garrytan/status/1985383441953923221","display":"x.com/garrytan/statu…"},"retweeted":false,"fact_check":null,"id":"1985406276986098174","view_count":22025,"bookmark_count":62,"created_at":1762192718000,"favorite_count":84,"quote_count":1,"reply_count":14,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1985406276986098174","full_text":"Mostly agree with this. \n\n\"Write evals\" sounds scary to most people, but it's a stand-out skill for AI agent builders today.\n\nFrom building datasets to verification to understanding how to connect metrics to business value.\n\nEvals are now a requirement in our academy.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/HwnOw8yS7m","expanded_url":"https://x.com/omarsar0/status/1985348795098673594/photo/1","id_str":"1985348791978082304","indices":[278,301],"media_key":"3_1985348791978082304","media_url_https":"https://pbs.twimg.com/media/G41gNR0awAAzX6e.jpg","type":"photo","url":"https://t.co/HwnOw8yS7m","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":499,"y":271,"h":183,"w":183}]},"medium":{"faces":[{"x":292,"y":159,"h":107,"w":107}]},"small":{"faces":[{"x":165,"y":90,"h":60,"w":60}]},"orig":{"faces":[{"x":628,"y":342,"h":231,"w":231}]}},"sizes":{"large":{"h":1193,"w":2048,"resize":"fit"},"medium":{"h":699,"w":1200,"resize":"fit"},"small":{"h":396,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1500,"width":2576,"focus_rects":[{"x":0,"y":57,"w":2576,"h":1443},{"x":473,"y":0,"w":1500,"h":1500},{"x":565,"y":0,"w":1316,"h":1500},{"x":848,"y":0,"w":750,"h":1500},{"x":0,"y":0,"w":2576,"h":1500}]},"media_results":{"result":{"media_key":"3_1985348791978082304"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348795098673594","view_count":781,"bookmark_count":14,"created_at":1762179013000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"This paper proposes LIGHT, a cognitive-inspired framework that equips LLMs with three complementary memory systems.\n\n(Paper in the last tweet)\n\n- 1) episodic memory - a vector database storing key-value pairs and summaries of dialogue turns for retrieval,\n- 2) working memory - the most recent dialogue pairs, and\n- 3) a scratchpad - an iteratively compressed semantic layer that accumulates salient facts, user instructions, and temporal anchors after each turn.\n\nAt inference time, the LLM generates responses by conditioning on retrieved episodic content, working memory context, and filtered scratchpad entries relevant to the query.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348779193860414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1985348807849300249","view_count":2947,"bookmark_count":1,"created_at":1762179016000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"Key Results/Insights:\n\nLIGHT consistently outperforms both long-context LLMs and RAG baselines across all conversation lengths, with improvements growing as context increases: +49-60% at 100K-1M tokens, and dramatic +107-156% gains at 10M tokens where no model natively supports full context.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348795098673594","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2510.27246","expanded_url":"https://arxiv.org/abs/2510.27246","url":"https://t.co/wR2fwdzVoJ","indices":[421,444]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Are7EzqsWH","expanded_url":"https://x.com/omarsar0/status/1985348825197039718/photo/1","id_str":"1985348822076403712","indices":[281,304],"media_key":"3_1985348822076403712","media_url_https":"https://pbs.twimg.com/media/G41gPB8asAAHBRf.jpg","type":"photo","url":"https://t.co/Are7EzqsWH","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":838,"w":2048,"resize":"fit"},"medium":{"h":491,"w":1200,"resize":"fit"},"small":{"h":278,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1076,"width":2630,"focus_rects":[{"x":709,"y":0,"w":1921,"h":1076},{"x":1236,"y":0,"w":1076,"h":1076},{"x":1302,"y":0,"w":944,"h":1076},{"x":1505,"y":0,"w":538,"h":1076},{"x":0,"y":0,"w":2630,"h":1076}]},"media_results":{"result":{"media_key":"3_1985348822076403712"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985348825197039718","view_count":2942,"bookmark_count":4,"created_at":1762179020000,"favorite_count":10,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1985348779193860414","full_text":"The framework shows the largest relative improvements in tasks requiring long-range reasoning: summarization (+160.6%), multi-hop reasoning (+27.2%), and preference following (+76.5%).\n\nAblation studies reveal that all components become increasingly essential as context grows. At 10M tokens, removing any single component causes significant performance drops (retrieval -8.5%, scratchpad -3.7%, noise filtering -8.3%).\n\nhttps://t.co/wR2fwdzVoJ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1985348807849300249","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[20,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"12963432","name":"Armin Ronacher ⇌","screen_name":"mitsuhiko","indices":[0,10]},{"id_str":"1901022787164401666","name":"Amp","screen_name":"AmpCode","indices":[11,19]}]},"favorited":false,"in_reply_to_screen_name":"mitsuhiko","lang":"en","retweeted":false,"fact_check":null,"id":"1985380447614894151","view_count":993,"bookmark_count":0,"created_at":1762186559000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985338965516247395","full_text":"I find this puzzling as well. Like, there are so many ways to use coding agents, and there are even free ones too. \n\nI use coding agents (paid ones) for my side projects, as it also provides a good test bed to gain experience on where to improve my workflows and pushes me to figure out how to ship things faster.","in_reply_to_user_id_str":"12963432","in_reply_to_status_id_str":"1985338965516247395","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":99399,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/MjI3yhrxoI","expanded_url":"https://x.com/omarsar0/status/1985745152204554720/photo/1","id_str":"1985745149138554881","indices":[276,299],"media_key":"3_1985745149138554881","media_url_https":"https://pbs.twimg.com/media/G47IsTTb0AELqpE.png","type":"photo","url":"https://t.co/MjI3yhrxoI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1706,"w":2014,"resize":"fit"},"medium":{"h":1016,"w":1200,"resize":"fit"},"small":{"h":576,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1706,"width":2014,"focus_rects":[{"x":0,"y":0,"w":2014,"h":1128},{"x":154,"y":0,"w":1706,"h":1706},{"x":259,"y":0,"w":1496,"h":1706},{"x":581,"y":0,"w":853,"h":1706},{"x":0,"y":0,"w":2014,"h":1706}]},"media_results":{"result":{"media_key":"3_1985745149138554881"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985745152204554720","view_count":18124,"bookmark_count":215,"created_at":1762273512000,"favorite_count":216,"quote_count":3,"reply_count":12,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1985745152204554720","full_text":"Tools-to-Agent Retrieval\n\nThis work presents a unified vector space embedding of both tools and agents with metadata links.\n\nEnables fine-grained tool-level and agent retrieval.\n\nIt's a great context engineering approach in that it retrieves at both the tool and agent levels using a joint index, returning whichever better matches the query.\n\nIt preserves fine-grained tool details while keeping the agent context intact, avoiding the information loss from collapsing many tools into coarse descriptions.\n\nThis is useful for scaling tools and multi-agent systems.\n\nHuge improvements on LiveMCPBench.\n\nPaper: arxiv. org/abs/2511.01854","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/WEOpI7s8eP","expanded_url":"https://x.com/omarsar0/status/1985747392558481584/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/WEOpI7s8eP","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747392558481584","view_count":114,"bookmark_count":4,"created_at":1762274046000,"favorite_count":5,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747392558481584","full_text":"Context Engineering 2.0\n\nThis reports discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/78r6mrjoro","expanded_url":"https://x.com/omarsar0/status/1985747789796483109/photo/1","id_str":"1985747389198774272","indices":[280,303],"media_key":"3_1985747389198774272","media_url_https":"https://pbs.twimg.com/media/G47KusLaMAAbMe-.jpg","type":"photo","url":"https://t.co/78r6mrjoro","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]},"medium":{"faces":[{"x":5,"y":795,"h":63,"w":63}]},"small":{"faces":[{"x":2,"y":450,"h":35,"w":35}]},"orig":{"faces":[{"x":7,"y":1083,"h":86,"w":86}]}},"sizes":{"large":{"h":1634,"w":1422,"resize":"fit"},"medium":{"h":1200,"w":1044,"resize":"fit"},"small":{"h":680,"w":592,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1634,"width":1422,"focus_rects":[{"x":0,"y":0,"w":1422,"h":796},{"x":0,"y":0,"w":1422,"h":1422},{"x":0,"y":0,"w":1422,"h":1621},{"x":123,"y":0,"w":817,"h":1634},{"x":0,"y":0,"w":1422,"h":1634}]},"media_results":{"result":{"media_key":"3_1985747389198774272"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1985747789796483109","view_count":79242,"bookmark_count":865,"created_at":1762274141000,"favorite_count":744,"quote_count":9,"reply_count":30,"retweet_count":147,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"Context Engineering 2.0\n\nThis report discusses the context of context engineering and examines key design considerations for its practice.\n\nExplosion of intelligence will lead to greater context-processing capabilities, so it's important to build for the future too.\n\nThis aligns well with my vision on proactive agents that can proactively build context and both reduce the cost of and close the gap on human-AI interactions.\n\nGreat read for AI devs building AI agents.\n\nPaper --> arxiv. org/abs/2510.26493","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,21],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"974757274206978049","name":"cat","screen_name":"_catwu","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"_catwu","lang":"en","retweeted":false,"fact_check":null,"id":"1985763059403473162","view_count":227,"bookmark_count":0,"created_at":1762277781000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985754411675930775","full_text":"@_catwu Nice. Thanks!","in_reply_to_user_id_str":"974757274206978049","in_reply_to_status_id_str":"1985754411675930775","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,61],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1962061010849697792","name":"Min Chon Chi","screen_name":"MinChonChiSF","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"MinChonChiSF","lang":"en","retweeted":false,"fact_check":null,"id":"1985756195013918736","view_count":1692,"bookmark_count":0,"created_at":1762276145000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1985747789796483109","full_text":"@MinChonChiSF Yeah, that's the part I like about this report.","in_reply_to_user_id_str":"1962061010849697792","in_reply_to_status_id_str":"1985755327250260413","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":208263,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/iFVFFv4E2W","expanded_url":"https://x.com/omarsar0/status/1986099467914023194/photo/1","id_str":"1986099464017453056","indices":[279,302],"media_key":"3_1986099464017453056","media_url_https":"https://pbs.twimg.com/media/G5AK8JFaoAAGuTp.jpg","type":"photo","url":"https://t.co/iFVFFv4E2W","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[{"x":0,"y":0,"w":1920,"h":1075},{"x":372,"y":0,"w":1080,"h":1080},{"x":439,"y":0,"w":947,"h":1080},{"x":642,"y":0,"w":540,"h":1080},{"x":0,"y":0,"w":1920,"h":1080}]},"media_results":{"result":{"media_key":"3_1986099464017453056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1986099467914023194","view_count":173591,"bookmark_count":2609,"created_at":1762357987000,"favorite_count":1520,"quote_count":11,"reply_count":55,"retweet_count":233,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"Anthropic just posted another banger guide.\n\nThis one is on building more efficient agents to handle more tools and efficient token usage.\n\nThis is a must-read for AI devs!\n\n(bookmark it)\n\nIt helps with three major issues in AI agent tool calling: token costs, latency, and tool composition.\n\nHow? It combines code executions with MCP, where it turns MCP servers into code APIs rather than direct tool calls.\n\nHere is all you need to know:\n\n1. Token Efficiency Problem: Loading all MCP tool definitions upfront and passing intermediate results through the context window creates massive token overhead, sometimes 150,000+ tokens for complex multi-tool workflows.\n\n2. Code-as-API Approach: Instead of direct tool calls, present MCP servers as code APIs (e.g., TypeScript modules) that agents can import and call programmatically, reducing the example workflow from 150k to 2k tokens (98.7% savings).\n\n3. Progressive Tool Discovery: Use filesystem exploration or search_tools functions to load only the tool definitions needed for the current task, rather than loading everything upfront into context. This solves so many context rot and token overload problems.\n\n4. In-Environment Data Processing: Filter, transform, and aggregate data within the code execution environment before passing results to the model. E.g., filter 10,000 spreadsheet rows down to 5 relevant ones.\n\n5. Better Control Flow: Implement loops, conditionals, and error handling with native code constructs rather than chaining individual tool calls through the agent, reducing latency and token consumption.\n\n6. Privacy: Sensitive data can flow through workflows without entering the model's context; only explicitly logged/returned values are visible, with optional automatic PII tokenization.\n\n7. State Persistence: Agents can save intermediate results to files and resume work later, enabling long-running tasks and incremental progress tracking.\n\n8. Reusable Skills: Agents can save working code as reusable functions (with SKILL .MD documentation), building a library of higher-level capabilities over time.\n\nThis approach is complex and it's not perfect, but it should enhance the efficiency and accuracy of your AI agents across the board.\n\nanthropic. com/engineering/code-execution-with-mcp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[136,146]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/GSPmLAr09r","expanded_url":"https://x.com/omarsar0/status/1986118895108002012/video/1","id_str":"1986118837302140936","indices":[257,280],"media_key":"13_1986118837302140936","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986118837302140936/img/ab2AiLfMbyVsjhH9.jpg","type":"video","url":"https://t.co/GSPmLAr09r","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1716,"resize":"fit"},"medium":{"h":755,"w":1200,"resize":"fit"},"small":{"h":428,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1716,"focus_rects":[]},"video_info":{"aspect_ratio":[143,90],"duration_millis":49250,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986118837302140936/pl/tCejEq-5YlXhIl8L.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/428x270/DHIldymFKpLm-wZo.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/572x360/ZD8CDEoMg8DDtLCA.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986118837302140936/vid/avc1/1144x720/bREydOQ3tgRgRTGG.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986118837302140936"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986118895108002012","view_count":11456,"bookmark_count":36,"created_at":1762362619000,"favorite_count":44,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Confidence is everything when building great software.\n\nLove how Yansu is approaching this.\n\nYansu is a new AI coding platform built by @isoformai for serious and complex software development.\n\nIt puts scenario simulation before coding.\n\nHere is the sauce: https://t.co/GSPmLAr09r","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gRkHxdSMmx","expanded_url":"https://x.com/omarsar0/status/1986078529641975809/photo/1","id_str":"1986076066595655680","indices":[260,283],"media_key":"3_1986076066595655680","media_url_https":"https://pbs.twimg.com/media/G4_1qO5W0AAidng.jpg","type":"photo","url":"https://t.co/gRkHxdSMmx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":634,"w":1712,"resize":"fit"},"medium":{"h":444,"w":1200,"resize":"fit"},"small":{"h":252,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":634,"width":1712,"focus_rects":[{"x":0,"y":0,"w":1132,"h":634},{"x":0,"y":0,"w":634,"h":634},{"x":20,"y":0,"w":556,"h":634},{"x":140,"y":0,"w":317,"h":634},{"x":0,"y":0,"w":1712,"h":634}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1986076066595655680"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1985755284527010167","quoted_status_permalink":{"url":"https://t.co/94DayvkGsO","expanded":"https://twitter.com/cognition/status/1985755284527010167","display":"x.com/cognition/stat…"},"retweeted":false,"fact_check":null,"id":"1986078529641975809","view_count":10506,"bookmark_count":28,"created_at":1762352995000,"favorite_count":61,"quote_count":0,"reply_count":5,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986078529641975809","full_text":"Code understanding is a huge unlock for devs building with coding agents. \n\nWindsurf Codemaps is an exciting feature and a good example of what effective and automatic context engineering looks like.\n\nThis really has the potential to unleash 10x AI engineers. https://t.co/gRkHxdSMmx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2173922899","name":"Shubham Desale","screen_name":"Shubham_dd","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"Shubham_dd","lang":"en","retweeted":false,"fact_check":null,"id":"1986140364860805600","view_count":5139,"bookmark_count":0,"created_at":1762367738000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@Shubham_dd Yeah I think I read that too.","in_reply_to_user_id_str":"2173922899","in_reply_to_status_id_str":"1986137343393472532","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"723459461751418880","name":"Adam Dittrich","screen_name":"AdamDittrichOne","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"AdamDittrichOne","lang":"en","retweeted":false,"fact_check":null,"id":"1986181460055728423","view_count":3585,"bookmark_count":0,"created_at":1762377536000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@AdamDittrichOne I am working on some new material to make all of these context engineering approaches and MCP building more accessible. More soon.","in_reply_to_user_id_str":"723459461751418880","in_reply_to_status_id_str":"1986157072690389145","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"bit.ly/491WwY7","expanded_url":"https://bit.ly/491WwY7","url":"https://t.co/tM2N0plpAc","indices":[250,273]}],"user_mentions":[{"id_str":"1662536176438480896","name":"Isoform","screen_name":"isoformai","indices":[49,59]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986119200822468838","view_count":3986,"bookmark_count":6,"created_at":1762362692000,"favorite_count":18,"quote_count":0,"reply_count":1,"retweet_count":3,"user_id_str":"3448284313","conversation_id_str":"1986118895108002012","full_text":"Don't just take my word for it.\n\nWith Yansu, the @isoformai team is already helping mid-market enterprise clients cut time to value by 83%.\n\nIt has saved up to $100,000 per project.\n\nAnd even helped teams recover 3-6 months of revenue.\n\nTry it here: https://t.co/tM2N0plpAc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986119188600197486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":142672,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ynCGijSFHd","expanded_url":"https://x.com/omarsar0/status/1986439248745275577/video/1","id_str":"1986439195024601088","indices":[276,299],"media_key":"13_1986439195024601088","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1986439195024601088/img/h9oYJ9z1HjxVzrV7.jpg","type":"video","url":"https://t.co/ynCGijSFHd","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":720,"w":1156,"resize":"fit"},"medium":{"h":720,"w":1156,"resize":"fit"},"small":{"h":424,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1156,"focus_rects":[]},"video_info":{"aspect_ratio":[289,180],"duration_millis":24565,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1986439195024601088/pl/lMhN0-PmLzUzAsUb.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/432x270/FZ7-T1lOtT3-JCbR.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/578x360/pLYnGZvgV6OJu4x9.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1986439195024601088/vid/avc1/1156x720/4ObkwVpb-U7KpKuZ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1986439195024601088"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439248745275577","view_count":50988,"bookmark_count":636,"created_at":1762438997000,"favorite_count":429,"quote_count":0,"reply_count":23,"retweet_count":48,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Building MCP tools for LLMs is a standout AI skill today.\n\nI just launched a short, hands-on lab to help everyone build their first MCP server and integrate it with AI tools like ChatGPT and Claude.\n\nAnyone (even non-technical people) will find the lab useful.\n\nWhat you will learn:\n\n- How to index your data into Pinecone (popular vector store)\n- Build an MCP server in n8n on top of the data source\n- Build and connect an agentic search tool that efficiently retrieves data from your Pinecone datasource\n- And connect and test your MCP server and tools inside ChatGPT and Claude\n\nLearn it once and scale it to your projects and any domain.\n\nCertificate of completion available!\n\nFull breakdown, dataset, n8n workflows, and prompts provided in the course. Link in the comments 👇","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986568278605521009","view_count":54689,"bookmark_count":381,"created_at":1762469760000,"favorite_count":391,"quote_count":4,"reply_count":35,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"Claude Code + Bash + Skills is all you need!\n\nJokes aside, after playing around with a couple of computer-using agents, I gave up on them. \n\nThey are heavily optimized for clicking on common buttons and interfaces (e.g., order delivery), but suck at actual creative work like writing, editing, formatting, etc.\n\nI decided to move those workflows to Claude Code + Skills. I wasn't so hopeful because, unlike other tasks, creative tasks benefit from visual cues, hence the strong urge to use computer-using agents. \n\nNight and day! \n\nTurns out Claude Code + bash + Skills is all I needed for the creative work I was trying to get done with computer-use agents for months. \n\nFor some of these creative workflows, it has helped to build small apps to establish visual awareness for both my and CC's context. I guess that's where vibe coding comes into play. \n\nMy Skills use cases continue to grow. I think it has the potential to remain for a very long time. \n\nClaude Code now supports about 80% of all my workflows (from vibe coding to writing to research). And I couldn't be happier and more productive.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEnZB0a","indices":[242,265]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986222200878215332","view_count":14725,"bookmark_count":47,"created_at":1762387249000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"MCP, when used correctly with AI agents, is extremely high-leverage. \n\nTo make MCP more approachable, I just launched our first course on the topic. \n\nAs the name implies, anyone can take and find this short course useful. Check it out here: https://t.co/yMwUEnZB0a","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986099467914023194","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1986222334504558940","view_count":9394,"bookmark_count":8,"created_at":1762387281000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"We are diving deep into MCP in the academy, and we have a huge lineup of content, courses, and tools to learn more advanced MCP design patterns, including the one posted by Anthropic.\n\nWe are just touching the surface of what's possible with MCP and how to leverage it in AI agents.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986222200878215332","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1986506193943044222","view_count":4167,"bookmark_count":2,"created_at":1762454958000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1986503927857033453","full_text":"@OfficialLoganK Oh nice! I have cool idea how for how to use this. This is exactly I was looking for today. Video tutorial dropping soon!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1986503927857033453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1986560488164237696","view_count":2413,"bookmark_count":0,"created_at":1762467903000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986503070734557568","full_text":"What a legend! Very fortunate to have crossed paths, even if it lasted a short time. \n\nWhen I think of PyTorch, I think of you.\nThat's how big your impact has been.\n\nI still remember meeting you at the first-ever PyTorch conference and asking for your thoughts on building more educational content around PyTorch. I didn't have the confidence and thought you would see it as a waste of time.\n\nIn fact, you approached me, which was kind of an amazing experience, given that I was just a beginner (foreign PhD student) and had not really gotten into the PyTorch/AI education in depth. That gave me a boost of confidence. \n\nAnd it also told me that PyTorch was a special community. Heck, I even wrote my entire thesis codebase on PyTorch and onboarded 100s of other students to use it, so thank you!\n\nThanks for all the dedication. Very inspiring. \nI am sure you will find something new that continues to keep you on the edge. 👏","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1986503070734557568","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,41],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/buildi…","expanded_url":"https://dair-ai.thinkific.com/courses/building-mcp-servers","url":"https://t.co/yMwUEo08PI","indices":[18,41]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986439260736811422","view_count":4097,"bookmark_count":37,"created_at":1762439000000,"favorite_count":22,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986439248745275577","full_text":"Get started here: https://t.co/yMwUEo08PI","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1986439248745275577","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1177948663022325760","name":"Seth Hobson","screen_name":"TraderAegis","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"TraderAegis","lang":"en","retweeted":false,"fact_check":null,"id":"1986579464738738609","view_count":792,"bookmark_count":0,"created_at":1762472427000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986568278605521009","full_text":"@TraderAegis I haven’t had the time to bundle things into plugins yet but will be exploring in the coming days.","in_reply_to_user_id_str":"1177948663022325760","in_reply_to_status_id_str":"1986573040432410957","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,88],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1725136792347688960","name":"Eddie Otudor","screen_name":"eddieabasi","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"eddieabasi","lang":"en","retweeted":false,"fact_check":null,"id":"1986428393169031448","view_count":1407,"bookmark_count":0,"created_at":1762436409000,"favorite_count":0,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1986099467914023194","full_text":"@eddieabasi I don’t think so. I think it is a case of not engineering enough around MCP.","in_reply_to_user_id_str":"1725136792347688960","in_reply_to_status_id_str":"1986423755154071604","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":29348,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/svPBJaxbPj","expanded_url":"https://x.com/omarsar0/status/1986831275144138756/photo/1","id_str":"1986831271302144000","indices":[281,304],"media_key":"3_1986831271302144000","media_url_https":"https://pbs.twimg.com/media/G5Kkg7qaIAAPdUP.png","type":"photo","url":"https://t.co/svPBJaxbPj","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1764,"w":1576,"resize":"fit"},"medium":{"h":1200,"w":1072,"resize":"fit"},"small":{"h":680,"w":608,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":1576,"focus_rects":[{"x":0,"y":0,"w":1576,"h":883},{"x":0,"y":0,"w":1576,"h":1576},{"x":29,"y":0,"w":1547,"h":1764},{"x":661,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":1576,"h":1764}]},"media_results":{"result":{"media_key":"3_1986831271302144000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1986831275144138756","view_count":29348,"bookmark_count":312,"created_at":1762532464000,"favorite_count":327,"quote_count":5,"reply_count":18,"retweet_count":50,"user_id_str":"3448284313","conversation_id_str":"1986831275144138756","full_text":"Unlocking the Power of Multi-Agent LLM for Reasoning\n\nDesigning and optimizing multi-agent systems is important.\n\nThis paper analyzes multi‑agent systems where one meta‑thinking agent plans and another reasoning agent executes, and identifies a lazy agent failure mode.\n\nThey find that one agent does most work, the other contributes little, essentially collapsing into a single‑agent system.\n\nThis is something that happens very often and that you might not want in your design.\n\nTo address this issue, they propose Dr. MAMR (Multi‑Agent Meta‑Reasoning Done Right), which introduces a Shapley‑style causal influence metric to measure each agent/step’s contribution. It adds an explicit restart/deliberation action together with a special reward to encourage the reasoning agent to discard noisy internal steps and restart if needed.\n\nExperiments show that this framework mitigates the lazy‐agent issue and improves performance.\n\nWhy you should care:\n\n1) If you’re designing multi‑agent LLM workflows (e.g., decomposition into planning & execution agents for your content‑creation/sales agent architecture), this gives a practical blueprint for registering inter‐agent credit and avoiding mode collapse.\n\n2) The causal‑influence metric gives a quantifiable way to instrument agents: you can track per‐turn influence rather than only final output reward.\n\n3) Adding a “restart/deliberation” action means you can design agents that recover from bad sub‑trajectories rather than blindly following a flawed plan.\n\n4) The credit assignment is turn‑level, which aligns with your preference for fine‐grained instrumentation of agent loops.\n\nPaper: arxiv. org/abs/2511.02303","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":163112,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YAyYQqFicI","expanded_url":"https://x.com/omarsar0/status/1987167737639325886/photo/1","id_str":"1987167734606798850","indices":[281,304],"media_key":"3_1987167734606798850","media_url_https":"https://pbs.twimg.com/media/G5PWhrJbIAI7B8_.jpg","type":"photo","url":"https://t.co/YAyYQqFicI","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1115,"w":1200,"resize":"fit"},"medium":{"h":1115,"w":1200,"resize":"fit"},"small":{"h":632,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1115,"width":1200,"focus_rects":[{"x":0,"y":0,"w":1200,"h":672},{"x":43,"y":0,"w":1115,"h":1115},{"x":111,"y":0,"w":978,"h":1115},{"x":321,"y":0,"w":558,"h":1115},{"x":0,"y":0,"w":1200,"h":1115}]},"media_results":{"result":{"media_key":"3_1987167734606798850"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987167737639325886","view_count":163112,"bookmark_count":3358,"created_at":1762612683000,"favorite_count":1796,"quote_count":7,"reply_count":39,"retweet_count":251,"user_id_str":"3448284313","conversation_id_str":"1987167737639325886","full_text":"The most effective AI Agents are built on these core ideas.\n\nIt's what powers Claude Code.\n\nIt's referred to as the Claude Agent SDK Loop, which is an agent framework to build all kinds of AI agents.\n\n(bookmark it)\n\nThe loop involves three steps:\n\nGathering Context: Use subagents (parallelize them for task efficiency when possible), compact/maintain context, and leverage agentic/semantic search for retrieving relevant context for the AI agent. Hybrid search approaches work really well for domains like agentic coding.\n\nTaking Action: Leverage tools, prebuilt MCP servers, bash/scripts (Skills have made it a lot easier), and generate code to take action and retrieve important feedback/context for the AI agent. Turns out you can also enhance MCP and token usage through code execution and routing, similar to how LLM routing increases efficiency in AI Agents.\n\nVerifying Output: You can define rules to verify outputs, enable visual feedback (this becomes increasingly important in multimodal problems), and consider LLM-as-a-Judge to verify quality based on fuzzy rules. Some problems will require visual cues and other forms of input to perform well. Don't overcomplicate the workflow (eg, use computer-using agents when a simple Skill with clever scripts will do).\n\nThis is a clean, flexible, and solid framework for how to build and work with AI agents in all kinds of domains.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":246592,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,275],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/tW3BYThgPf","expanded_url":"https://x.com/omarsar0/status/1987536982776676651/video/1","id_str":"1987536921795665921","indices":[276,299],"media_key":"13_1987536921795665921","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987536921795665921/img/Moc4Kv91DIvmF14V.jpg","type":"video","url":"https://t.co/tW3BYThgPf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":29743,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987536921795665921/pl/QIivA5cSrtQjREuI.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/434x270/bHAFTOmj2RYeDL5f.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/578x360/OqmmdIJmgcIp5VOz.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987536921795665921/vid/avc1/1156x720/MdiJKSyuQ1a4WrW4.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987536921795665921"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987536982776676651","view_count":226184,"bookmark_count":1287,"created_at":1762700718000,"favorite_count":1919,"quote_count":7,"reply_count":78,"retweet_count":195,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"Kimi K2 Thinking is a bigger deal than I thought!\n\nI just ran a quick eval on a deep agent I built for customer support.\n\nIt's on par with GPT-5; no other LLM has reached this level of agentic, orchestration, and reasoning capabilities.\n\nHuge for agentic and reasoning tasks. https://t.co/tW3BYThgPf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,147],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/deep-a…","expanded_url":"https://dair-ai.thinkific.com/courses/deep-ai-agents","url":"https://t.co/uJYiLObMGc","indices":[124,147]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987565901407805710","view_count":8641,"bookmark_count":26,"created_at":1762707612000,"favorite_count":34,"quote_count":0,"reply_count":2,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I will be sharing more on model comparisons, insights, and results in my upcoming cohort for building effective AI Agents.\n\nhttps://t.co/uJYiLObMGc","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987536982776676651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,137],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1987567082150547532","view_count":1077,"bookmark_count":1,"created_at":1762707894000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@SrinivasValekar this test was on a customer support agentic system, but i think the agent coding use case will be interesting too. on it","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1987539306987360651","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,290],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"246702792","name":"Marko","screen_name":"markojak_","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"markojak_","lang":"en","retweeted":false,"fact_check":null,"id":"1987566536198848969","view_count":2799,"bookmark_count":0,"created_at":1762707764000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I think most of what we teach can be transferred easily into other frameworks. In my experience, when teaching this stuff, the framework shouldn't matter. I try to focus on the framework and systematic approach, as there are so many great frameworks out there. But I am currently working on the AI SDK and will start doing some live build sessions on it soon.","in_reply_to_user_id_str":"246702792","in_reply_to_status_id_str":"1987565408883196229","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1744438366811164673","name":"JK","screen_name":"_junaidkhalid1","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"_junaidkhalid1","lang":"en","retweeted":false,"fact_check":null,"id":"1987566609750253770","view_count":2598,"bookmark_count":1,"created_at":1762707781000,"favorite_count":3,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@_junaidkhalid1 evals, evals, evals","in_reply_to_user_id_str":"1744438366811164673","in_reply_to_status_id_str":"1987551740607308248","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823754079761522690","name":"AKHIL","screen_name":"Akhi_l__","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"Akhi_l__","lang":"en","retweeted":false,"fact_check":null,"id":"1987566777082012049","view_count":1107,"bookmark_count":0,"created_at":1762707821000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@Akhi_l__ error was from another model","in_reply_to_user_id_str":"1823754079761522690","in_reply_to_status_id_str":"1987564515471630339","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1258411122203308035","name":"🐈qeel🍉","screen_name":"catqeel","indices":[0,8]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987574960299094016","indices":[288,311],"media_key":"3_1987574960299094016","media_url_https":"https://pbs.twimg.com/media/G5VI5VEWsAAYBFV.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":77,"y":1017,"h":137,"w":137}]},"medium":{"faces":[{"x":45,"y":596,"h":80,"w":80}]},"small":{"faces":[{"x":25,"y":337,"h":45,"w":45}]},"orig":{"faces":[{"x":112,"y":1469,"h":199,"w":199}]}},"sizes":{"large":{"h":1291,"w":2048,"resize":"fit"},"medium":{"h":757,"w":1200,"resize":"fit"},"small":{"h":429,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1864,"width":2956,"focus_rects":[{"x":0,"y":0,"w":2956,"h":1655},{"x":27,"y":0,"w":1864,"h":1864},{"x":142,"y":0,"w":1635,"h":1864},{"x":493,"y":0,"w":932,"h":1864},{"x":0,"y":0,"w":2956,"h":1864}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987574960299094016"}}},{"display_url":"pic.x.com/dvD9Wik8lc","expanded_url":"https://x.com/omarsar0/status/1987576099325280621/photo/1","id_str":"1987575476466880514","indices":[288,311],"media_key":"3_1987575476466880514","media_url_https":"https://pbs.twimg.com/media/G5VJXX8WEAIV793.jpg","type":"photo","url":"https://t.co/dvD9Wik8lc","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":419,"y":423,"h":177,"w":177},{"x":1839,"y":423,"h":181,"w":181}]},"medium":{"faces":[{"x":245,"y":248,"h":103,"w":103},{"x":1077,"y":248,"h":106,"w":106}]},"small":{"faces":[{"x":139,"y":140,"h":58,"w":58},{"x":610,"y":140,"h":60,"w":60}]},"orig":{"faces":[{"x":539,"y":544,"h":228,"w":228},{"x":2364,"y":544,"h":233,"w":233}]}},"sizes":{"large":{"h":1066,"w":2048,"resize":"fit"},"medium":{"h":625,"w":1200,"resize":"fit"},"small":{"h":354,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1370,"width":2632,"focus_rects":[{"x":155,"y":0,"w":2446,"h":1370},{"x":693,"y":0,"w":1370,"h":1370},{"x":777,"y":0,"w":1202,"h":1370},{"x":1036,"y":0,"w":685,"h":1370},{"x":0,"y":0,"w":2632,"h":1370}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987575476466880514"}}}]},"favorited":false,"in_reply_to_screen_name":"catqeel","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987576099325280621","view_count":1761,"bookmark_count":2,"created_at":1762710044000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"I was actually doing that today. Not getting the same results, but I am not sure if these are comparable. \n\nI think the ability to perform 200-300 sequential tool calls (without human interference) might be contributing to the great results I am getting. Will dig further in the coming days.","in_reply_to_user_id_str":"1258411122203308035","in_reply_to_status_id_str":"1987573529886527629","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1748708055951568896","name":"devloper harsh","screen_name":"devloper_hs","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"devloper_hs","lang":"en","retweeted":false,"fact_check":null,"id":"1987570639579042125","view_count":1424,"bookmark_count":1,"created_at":1762708742000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987536982776676651","full_text":"@devloper_hs Was using the one from OpenRouter","in_reply_to_user_id_str":"1748708055951568896","in_reply_to_status_id_str":"1987569297192038856","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"10667972","name":"Rhys","screen_name":"RhysSullivan","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"RhysSullivan","lang":"en","retweeted":false,"fact_check":null,"id":"1987567893689839635","view_count":1001,"bookmark_count":0,"created_at":1762708087000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987448208277320003","full_text":"Looks cool. This reminds me of one of my favorite new additions to Claude Code - questions pop up to get clarifications during planning, where I often just select from the multiple choice options. On rare occasions, I need to ask it to do something different. I like the interface a lot.","in_reply_to_user_id_str":"10667972","in_reply_to_status_id_str":"1987448208277320003","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":101323,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/4J9zM8tpuA","expanded_url":"https://x.com/omarsar0/status/1987900645031252298/video/1","id_str":"1987900588097757185","indices":[270,293],"media_key":"13_1987900588097757185","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1987900588097757185/img/QZjXXAZGkupZwuFu.jpg","type":"video","url":"https://t.co/4J9zM8tpuA","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":716,"w":1248,"resize":"fit"},"medium":{"h":688,"w":1200,"resize":"fit"},"small":{"h":390,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":716,"width":1248,"focus_rects":[]},"video_info":{"aspect_ratio":[312,179],"duration_millis":35362,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1987900588097757185/pl/nBnV4SRUv9Z83Liz.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/470x270/Gekw0cziyy1ChIiz.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/626x360/qMvOnDuofVxNY8-q.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1987900588097757185/vid/avc1/1248x716/rg55EYzbmLD6X7Pz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1987900588097757185"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987900645031252298","view_count":48850,"bookmark_count":324,"created_at":1762787421000,"favorite_count":261,"quote_count":1,"reply_count":28,"retweet_count":38,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"This is a wild use case!\n\nI used Gamma + n8n to automatically generate a complete presentation on AI Agents research.\n\nIn just minutes!\n\nIt combines web search (for research), GPT-5 (narrative), and Gamma (for slide content generation).\n\nFull workflow breakdown below 👇 https://t.co/4J9zM8tpuA","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987536982776676651","quoted_status_permalink":{"url":"https://t.co/QFXmcoq6Z2","expanded":"https://twitter.com/omarsar0/status/1987536982776676651","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987912692099682399","view_count":32080,"bookmark_count":169,"created_at":1762790294000,"favorite_count":330,"quote_count":0,"reply_count":26,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1987912692099682399","full_text":"It turns out that Kimi K2 Thinking is also a beast at deep research. \n\nIt can run 200-300 tool requests for impressive multi-agent capabilities. \n\nWould you like to see a code example of it?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[37,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1987900645031252298?s=20","url":"https://t.co/NTHpDarleD","indices":[94,117]}],"user_mentions":[{"id_str":"1319250540480598026","name":"Grant Lee","screen_name":"thisisgrantlee","indices":[0,15]},{"id_str":"1142210344678379520","name":"Sarah Wang","screen_name":"sarahdingwang","indices":[16,30]},{"id_str":"64844802","name":"a16z","screen_name":"a16z","indices":[31,36]}]},"favorited":false,"in_reply_to_screen_name":"thisisgrantlee","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1987900645031252298","quoted_status_permalink":{"url":"https://t.co/NTHpDarleD","expanded":"https://x.com/omarsar0/status/1987900645031252298?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1987905623204233270","view_count":4174,"bookmark_count":14,"created_at":1762788608000,"favorite_count":22,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987880600661889356","full_text":"@thisisgrantlee @sarahdingwang @a16z Gamma is awesome! Thanks for allowing me to test it out. https://t.co/NTHpDarleD","in_reply_to_user_id_str":"1319250540480598026","in_reply_to_status_id_str":"1987880600661889356","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900657161117831","view_count":1100,"bookmark_count":1,"created_at":1762787424000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"1/ THE PROBLEM:\n\nCreating visual content is time-consuming. Research takes hours. Writing requires deep focus. Design demands specialized skills.\n\nWhat if AI could handle the entire pipeline?","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900645031252298","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900669051998301","view_count":1031,"bookmark_count":1,"created_at":1762787427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"2/ THE SOLUTION:\n\nAn n8n workflow that orchestrates Tavily for web research, GPT-5 for storytelling, Gamma for visual generation, and Google Sheets for tracking.\n\nYou provide a topic and audience. The system outputs a LinkedIn-ready carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900657161117831","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900680959611015","view_count":965,"bookmark_count":1,"created_at":1762787430000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"3/ ARCHITECTURE:\n\nThe n8n workflow starts with form input, then searches the web using Tavily, generates a narrative with GPT-5, and creates visuals through the Gamma API.\n\nEach step feeds into the next, creating a seamless pipeline from raw research to a polished presentation.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900669051998301","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900692703666435","view_count":849,"bookmark_count":1,"created_at":1762787433000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"4/ WEB RESEARCH AND NARRATIVE GENERATION\n\nTavily handles the research part.\n\nGPT-5 handles the narrative.\n\nAnd Gamma makes the magic happen -- it creates a professional and polished carousel.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900680959611015","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900704707813453","view_count":782,"bookmark_count":1,"created_at":1762787436000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"5/ VISUAL GENERATION\n\nGamma API takes the narrative and generates a scroll-friendly carousel with engaging headlines, professional design, and relevant imagery using Imagen 4 Pro.\n\nIt specifies 10 cards in social format with custom instructions tailored to your target platform.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900692703666435","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,258],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900716623736849","view_count":787,"bookmark_count":1,"created_at":1762787438000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"6/ WORKFLOW BENEFITS:\n\nTime goes from hours to minutes.\n\nQuality remains high with researched content and visual polish. You can also refine everything in the Gamma UI.\n\nPerfect for content creators and technical communicators who need to scale their output.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900704707813453","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900728527253601","view_count":3764,"bookmark_count":1,"created_at":1762787441000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"7/ USE CASES:\n\nThis workflow is perfect for daily research summaries, weekly newsletters, community content, marketing materials, and educational content.\n\nIt targets visual learners who consume content efficiently and need professional-looking presentations quickly.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900716623736849","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1987900740401352832","view_count":6941,"bookmark_count":4,"created_at":1762787444000,"favorite_count":9,"quote_count":0,"reply_count":48,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"8/ GIVEAWAY\n\nI am sharing the full n8n workflow JSON and video walkthrough.\n\nComment Gamma & I’ll DM it to you.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900728527253601","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":319460,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[253,262]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/cZfXdL6Us0","expanded_url":"https://x.com/omarsar0/status/1988236096195776683/video/1","id_str":"1988236026729607168","indices":[283,306],"media_key":"13_1988236026729607168","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988236026729607168/img/da3aIvamZ_hWCdQ3.jpg","type":"video","url":"https://t.co/cZfXdL6Us0","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":52266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988236026729607168/pl/mYej0FLMvC-G_mHk.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/434x270/eg9VLOB87ZSMVDN5.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/578x360/AJpWBQpd-bH-H5k4.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988236026729607168/vid/avc1/1156x720/McpQl-1bs8pTd9mY.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988236026729607168"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988236096195776683","view_count":87384,"bookmark_count":758,"created_at":1762867399000,"favorite_count":697,"quote_count":1,"reply_count":45,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"Hey, AI Devs!\n\nDon't sleep on the new Gemini File Search API!\n\nFeels like the easiest way to build agentic RAG systems.\n\nI built a little MCP server to analyze codebases with semantic search (Gemini File Search) & agentic search.\n\nFun chatting with @karpathy's nanochat project. https://t.co/cZfXdL6Us0","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[0,276],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/17j2dN6oor","expanded_url":"https://x.com/omarsar0/status/1988269255604007275/photo/1","id_str":"1988269251468423169","indices":[277,300],"media_key":"3_1988269251468423169","media_url_https":"https://pbs.twimg.com/media/G5fAWZObcAEhJh3.jpg","type":"photo","url":"https://t.co/17j2dN6oor","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1317,"w":2048,"resize":"fit"},"medium":{"h":771,"w":1200,"resize":"fit"},"small":{"h":437,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1764,"width":2744,"focus_rects":[{"x":0,"y":0,"w":2744,"h":1537},{"x":980,"y":0,"w":1764,"h":1764},{"x":1197,"y":0,"w":1547,"h":1764},{"x":1819,"y":0,"w":882,"h":1764},{"x":0,"y":0,"w":2744,"h":1764}]},"media_results":{"result":{"media_key":"3_1988269251468423169"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":true,"fact_check":null,"id":"1988269255604007275","view_count":130026,"bookmark_count":2021,"created_at":1762875305000,"favorite_count":1472,"quote_count":6,"reply_count":64,"retweet_count":138,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"This simple Claude Code hack has reduced token usage by ~90%.\n\nIt adopts the \"Code Execution with MCP\" concept published by Anthropic.\n\nRemove preloaded MCP tools from context and use Python to execute tools via bash instead.\n\nBTW, this can be optimized much further.\n\nInsane! https://t.co/17j2dN6oor","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/VLKsSQgF7U","expanded_url":"https://x.com/omarsar0/status/1988276885722460207/video/1","id_str":"1988276793821065217","indices":[279,302],"media_key":"13_1988276793821065217","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988276793821065217/img/Z9XZRvYK8CnxtcAE.jpg","type":"video","url":"https://t.co/VLKsSQgF7U","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":81492,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988276793821065217/pl/viDbOc5rXv1YbTho.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/480x270/FOZChJd2IdOneIw8.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/640x360/8fiu7NjIICGbWyWG.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988276793821065217/vid/avc1/1280x720/sJh9f5AJJH0_xGSJ.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988276793821065217"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276885722460207","view_count":13185,"bookmark_count":77,"created_at":1762877124000,"favorite_count":95,"quote_count":0,"reply_count":9,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"ElevenLabs just released Scribe v2 Realtime — their fastest, most accurate real-time Speech-to-Text model.\n\nUltra-low latency, streaming support, and 90 languages.\n\nI use their API, and believe this is huge for building live voice agents and personal AI assistants.\n\nMore below: https://t.co/VLKsSQgF7U","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,121],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[87,102]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/bW7XahaEzU","expanded_url":"https://x.com/omarsar0/status/1988237435671556505/photo/1","id_str":"1988237003192741889","indices":[122,145],"media_key":"3_1988237003192741889","media_url_https":"https://pbs.twimg.com/media/G5ejBTCXMAE0npz.jpg","type":"photo","url":"https://t.co/bW7XahaEzU","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":741,"w":2048,"resize":"fit"},"medium":{"h":434,"w":1200,"resize":"fit"},"small":{"h":246,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":904,"width":2498,"focus_rects":[{"x":884,"y":0,"w":1614,"h":904},{"x":1594,"y":0,"w":904,"h":904},{"x":1705,"y":0,"w":793,"h":904},{"x":1956,"y":0,"w":452,"h":904},{"x":0,"y":0,"w":2498,"h":904}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988237003192741889"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988237435671556505","view_count":3771,"bookmark_count":4,"created_at":1762867718000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy The best part is that at this moment, you only pay for indexing. \n\nThanks to @OfficialLoganK and team for this. https://t.co/bW7XahaEzU","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988236096195776683","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988270477005967417","view_count":11052,"bookmark_count":8,"created_at":1762875596000,"favorite_count":22,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"For this test, I used a prebuilt py script, but ultimately, what I want is for the agent (in this case, Claude Code) to generate whatever code it needs to execute the right sequence of tools. The best part is that we avoid context bloat. It keeps CC more focused on what matters.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988271135054536967","view_count":11340,"bookmark_count":6,"created_at":1762875753000,"favorite_count":17,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"I also tested with a setup where the MCP server runs in another agent environment, like Gemini CLI or Codex. \n\nAgain, it keeps Claude Code (the main coding agent I use) more focused and offloads MCP-related tasks to Codex via Bash. The bad part is that Codex can be too verbose (ie, thinking) and that takes up the context window in CC.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988270477005967417","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/KjFspmemsD","expanded_url":"https://x.com/omarsar0/status/1988238506070581265/photo/1","id_str":"1988238246950633472","indices":[229,252],"media_key":"3_1988238246950633472","media_url_https":"https://pbs.twimg.com/media/G5ekJsZWgAAKvg9.jpg","type":"photo","url":"https://t.co/KjFspmemsD","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":889,"y":687,"h":79,"w":79}]},"medium":{"faces":[{"x":521,"y":402,"h":46,"w":46}]},"small":{"faces":[{"x":295,"y":228,"h":26,"w":26}]},"orig":{"faces":[{"x":1643,"y":1270,"h":147,"w":147}]}},"sizes":{"large":{"h":1006,"w":2048,"resize":"fit"},"medium":{"h":590,"w":1200,"resize":"fit"},"small":{"h":334,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1858,"width":3782,"focus_rects":[{"x":0,"y":0,"w":3318,"h":1858},{"x":0,"y":0,"w":1858,"h":1858},{"x":35,"y":0,"w":1630,"h":1858},{"x":386,"y":0,"w":929,"h":1858},{"x":0,"y":0,"w":3782,"h":1858}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1988238246950633472"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988238506070581265","view_count":4124,"bookmark_count":6,"created_at":1762867974000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK I also like the logs view in Google AI Studio. I show it towards the end of the clip. \n\nIt gives me a good understanding of what happened on each request. \n\nWorking on something to let folks try it out. https://t.co/KjFspmemsD","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988237435671556505","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988239178165879189","view_count":3929,"bookmark_count":3,"created_at":1762868134000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK As for the agent orchestration that's powering the MCP server, I am using the AI SDK v6 for the agentic loop. \n\nIt allows both semantic search via Gemini's File Search and keyword search over files. \n\nI am finding that having both forms of search makes it more robust.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988238506070581265","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,148],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988242251894444146","view_count":5730,"bookmark_count":2,"created_at":1762868867000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@karpathy @OfficialLoganK The inspiration behind the MCP server is that I want to be able to use it everywhere -- Claude, ChatGPT, Claude Code, etc.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988239178165879189","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,306],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]},{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[10,25]}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988244779029692491","view_count":6160,"bookmark_count":7,"created_at":1762869469000,"favorite_count":9,"quote_count":1,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"It's crazy to me how tedious it can be to build a RAG system today.\n\nAll the setup required for it is insane.\n\nThis File Search API simplifies everything. Now I can focus on the agent harness and context engineering that takes a bit of time to get right, but is important for user experience.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988242251894444146","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988250127635521667","view_count":955,"bookmark_count":0,"created_at":1762870744000,"favorite_count":1,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy In my todo already. :)","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988249861406498994","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[19,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1166878802","name":"Sinuhet","screen_name":"Beareka","indices":[0,8]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[9,18]}]},"favorited":false,"in_reply_to_screen_name":"Beareka","lang":"en","retweeted":false,"fact_check":null,"id":"1988261355762139157","view_count":803,"bookmark_count":1,"created_at":1762873421000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@Beareka @karpathy I will share more on this soon. The MCP stuff was just an easy way to showcase the File Search API at work, but there are actually many new implementation details I have baked into the MCP component.","in_reply_to_user_id_str":"1166878802","in_reply_to_status_id_str":"1988260490057830774","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[22,299],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70540032","name":"Ilyas Iqbal","screen_name":"ilyasiqbal","indices":[0,11]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[12,21]}]},"favorited":false,"in_reply_to_screen_name":"ilyasiqbal","lang":"en","retweeted":false,"fact_check":null,"id":"1988241656420639194","view_count":604,"bookmark_count":0,"created_at":1762868725000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@ilyasiqbal @karpathy For now, it's super basic. Just a system prompt to encourage using both semantic search + keyword search over codebases. I am interested in exploring where one is better than the other and when both are helpful. So far, for larger codebases, it's great to have semantic search.","in_reply_to_user_id_str":"70540032","in_reply_to_status_id_str":"1988237339240362466","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1767299461561122816","name":"Hashgraph Online DAO","screen_name":"HashgraphOnline","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"HashgraphOnline","lang":"en","retweeted":false,"fact_check":null,"id":"1988241100964851974","view_count":598,"bookmark_count":0,"created_at":1762868592000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@HashgraphOnline @karpathy It works great on large codebases. More efficient than regular keyword/grep search. For now, I am using simple similarity metrics, but this can be tuned further.\n\nI combine both semantic + keyword search. It's working great so far. More testing is required.","in_reply_to_user_id_str":"1767299461561122816","in_reply_to_status_id_str":"1988239673718698142","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,43],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"2185373790","name":"El Controlador de Obra","screen_name":"control_de_obra","indices":[0,16]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[17,26]}]},"favorited":false,"in_reply_to_screen_name":"control_de_obra","lang":"en","retweeted":false,"fact_check":null,"id":"1988250265053466986","view_count":401,"bookmark_count":0,"created_at":1762870777000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@control_de_obra @karpathy Too complicated.","in_reply_to_user_id_str":"2185373790","in_reply_to_status_id_str":"1988248797508497876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/app/speech-to-…","expanded_url":"https://elevenlabs.io/app/speech-to-text","url":"https://t.co/pZvBD99yGQ","indices":[100,123]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276960083263894","view_count":2286,"bookmark_count":6,"created_at":1762877142000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Enterprise-ready out of the box:\n\n✓ SOC 2, PCI, HIPAA compliant\n✓ EU data residency\n\nTry it today → https://t.co/pZvBD99yGQ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276947353530395","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/erT6Wl60II","expanded_url":"https://x.com/omarsar0/status/1988276904332570974/photo/1","id_str":"1988276900884848640","indices":[256,279],"media_key":"3_1988276900884848640","media_url_https":"https://pbs.twimg.com/media/G5fHTphbIAAkWVG.jpg","type":"photo","url":"https://t.co/erT6Wl60II","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1038,"w":1858,"resize":"fit"},"medium":{"h":670,"w":1200,"resize":"fit"},"small":{"h":380,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1038,"width":1858,"focus_rects":[{"x":0,"y":0,"w":1854,"h":1038},{"x":0,"y":0,"w":1038,"h":1038},{"x":0,"y":0,"w":911,"h":1038},{"x":158,"y":0,"w":519,"h":1038},{"x":0,"y":0,"w":1858,"h":1038}]},"media_results":{"result":{"media_key":"3_1988276900884848640"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276904332570974","view_count":255,"bookmark_count":2,"created_at":1762877129000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Real-time performance that actually works:\n\n• Partial transcriptions in milliseconds\n• Stream audio chunks\n• Multiple formats: PCM (8-48kHz) + µ-law\n• WER of 5-10% in English and major EU languages\n\nEarly tests show it outperforms Deepgram and AssemblyAI. https://t.co/erT6Wl60II","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276885722460207","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276916772892725","view_count":388,"bookmark_count":0,"created_at":1762877132000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Scribe v2 Realtime is designed for builders:\n\n• Voice Activity Detection for automatic speech segmentation\n• Manual commit control for full transcript precision\n• Speaker diarization via manual commit (auto diarization coming)\n• Stream as you capture — no buffering delays","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276904332570974","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276928651088191","view_count":411,"bookmark_count":2,"created_at":1762877134000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Why this matters for AI agents:\n\nReal-time STT is the bottleneck in conversational AI. Most models optimize for accuracy OR speed.\n\nScribe v2 Realtime achieves low latency, high accuracy, and cost-efficient inference.\n\nPerfect for live agents, call centers, and meeting assistants.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276916772892725","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,227],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"elevenlabs.io/docs/capabilit…","expanded_url":"https://elevenlabs.io/docs/capabilities/speech-to-text","url":"https://t.co/6adJhOQsmm","indices":[204,227]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/9E28h9leZK","expanded_url":"https://x.com/omarsar0/status/1988276947353530395/photo/1","id_str":"1988276943675158530","indices":[228,251],"media_key":"3_1988276943675158530","media_url_https":"https://pbs.twimg.com/media/G5fHWI7bcAI0vdR.jpg","type":"photo","url":"https://t.co/9E28h9leZK","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]},"medium":{"faces":[{"x":237,"y":205,"h":95,"w":95},{"x":236,"y":522,"h":95,"w":95}]},"small":{"faces":[{"x":134,"y":116,"h":54,"w":54},{"x":133,"y":295,"h":54,"w":54}]},"orig":{"faces":[{"x":363,"y":313,"h":146,"w":146},{"x":361,"y":797,"h":146,"w":146}]}},"sizes":{"large":{"h":1362,"w":1832,"resize":"fit"},"medium":{"h":892,"w":1200,"resize":"fit"},"small":{"h":506,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1362,"width":1832,"focus_rects":[{"x":0,"y":0,"w":1832,"h":1026},{"x":5,"y":0,"w":1362,"h":1362},{"x":89,"y":0,"w":1195,"h":1362},{"x":346,"y":0,"w":681,"h":1362},{"x":0,"y":0,"w":1832,"h":1362}]},"media_results":{"result":{"media_key":"3_1988276943675158530"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988276947353530395","view_count":3623,"bookmark_count":3,"created_at":1762877139000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988276885722460207","full_text":"Currently in alpha and available via API (scribe_v2_realtime).\n\nIf you're building voice-driven AI apps, this is the model to test.\n\nIntegration into ElevenLabs Agents is coming soon.\n\nDocs + API access: https://t.co/6adJhOQsmm https://t.co/9E28h9leZK","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988276928651088191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/ai-age…","expanded_url":"https://dair-ai.thinkific.com/courses/ai-agents-workshops","url":"https://t.co/64C8UmZq7j","indices":[206,229]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988271772328755464","view_count":12579,"bookmark_count":19,"created_at":1762875905000,"favorite_count":23,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"Will share more of my findings as I keep experimenting and finding more optimal setups with my coding agents. \n\nI am also sharing more details of these findings in my live workshops for my academy members: https://t.co/64C8UmZq7j\n\nStay tuned!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271135054536967","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988276682931720593","view_count":9946,"bookmark_count":10,"created_at":1762877076000,"favorite_count":19,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"BTW, something you may have noticed from my timeline recently is an increase in experiments and tools I am able to build.\n\nThis is months of tuning Claude Code with proper Skills, subagents, and MCP tools that help with optimizing workflows, code understanding, and code execution.\n\nAnd I feel like this is just touching the surface. Claude Code finally feels like a truly intelligent coding assistant.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988271772328755464","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600322117714722816","name":"Jason Byteforge","screen_name":"jmazzahacks","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"jmazzahacks","lang":"en","retweeted":false,"fact_check":null,"id":"1988335256001540306","view_count":3784,"bookmark_count":0,"created_at":1762891041000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@jmazzahacks Sure you can build MCP servers like that. But the point here is that you don’t preload MCP tools to the client which in this case is Claude Code. This saves a lot on token usage.","in_reply_to_user_id_str":"1600322117714722816","in_reply_to_status_id_str":"1988334402523570658","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,123],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1988330118474068186","view_count":568,"bookmark_count":0,"created_at":1762889816000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988324110762734054","full_text":"@realmadhuguru 💯 so much opportunity here. I think the same applies to research. It’s about asking good research questions.","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1988324110762734054","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,92],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"youtu.be/-nbHJzLpt18","expanded_url":"https://youtu.be/-nbHJzLpt18","url":"https://t.co/DpFM0NM2JS","indices":[69,92]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988256041184670091","view_count":5558,"bookmark_count":12,"created_at":1762872154000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1987900645031252298","full_text":"If you haven't received it, find the full video + n8n workflow here: https://t.co/DpFM0NM2JS","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1987900740401352832","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":82734,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,283],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988304740460183739","quoted_status_permalink":{"url":"https://t.co/yXa38AGq7h","expanded":"https://twitter.com/RickLamers/status/1988304740460183739","display":"x.com/RickLamers/sta…"},"retweeted":false,"fact_check":null,"id":"1988610595793612894","view_count":24771,"bookmark_count":124,"created_at":1762956687000,"favorite_count":152,"quote_count":1,"reply_count":6,"retweet_count":20,"user_id_str":"3448284313","conversation_id_str":"1988610595793612894","full_text":"I use Claude Code + Skills to optimize my MCP tool prompts.\n\nClaude Code is great at optimizing with the right context, tools, logs, filesystem,...\n\nStarting to think there'll be no need for fancy algos, they just get generated on the fly, powered by code generation & execution.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/LimrVRGYug","expanded_url":"https://x.com/omarsar0/status/1988606978541920307/photo/1","id_str":"1988606975337521152","indices":[280,303],"media_key":"3_1988606975337521152","media_url_https":"https://pbs.twimg.com/media/G5jzggrbYAA3XCW.jpg","type":"photo","url":"https://t.co/LimrVRGYug","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1796,"w":1734,"resize":"fit"},"medium":{"h":1200,"w":1159,"resize":"fit"},"small":{"h":680,"w":657,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1796,"width":1734,"focus_rects":[{"x":0,"y":0,"w":1734,"h":971},{"x":0,"y":0,"w":1734,"h":1734},{"x":80,"y":0,"w":1575,"h":1796},{"x":418,"y":0,"w":898,"h":1796},{"x":0,"y":0,"w":1734,"h":1796}]},"media_results":{"result":{"media_key":"3_1988606975337521152"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988606978541920307","view_count":40692,"bookmark_count":327,"created_at":1762955824000,"favorite_count":435,"quote_count":4,"reply_count":29,"retweet_count":76,"user_id_str":"3448284313","conversation_id_str":"1988606978541920307","full_text":"We are just scratching the surface of using AI for major discoveries.\n\nAnd no, LLMs are not dead.\n\nAlphaResearch tackles a fundamental challenge: can LLMs discover truly novel algorithms that push beyond existing human knowledge?\n\nPrevious approaches like AlphaEvolve rely solely on code execution (technically correct but potentially uninteresting solutions), while pure idea-generation systems produce creative concepts that may be computationally infeasible.\n\nAlphaResearch solves this by combining execution-based verification with a reward model (AlphaResearch-RM-7B) trained on 24K ICLR peer-review records, creating a \"dual research environment\" that ensures both feasibility and innovation.\n\nOn the circle-packing problem, it discovered an algorithm achieving 2.939 total radii (n=32), surpassing the best human solution (2.936) and AlphaEvolve (2.937).\n\nIt might not look like a big deal, but this demonstrates the potential of LLMs that can autonomously produce genuinely novel, state-of-the-art algorithms.\n\nThis is significant because it shows AI can actively advance the frontiers of human research, not just reproduce existing knowledge.\n\narxiv. org/abs/2511.08522","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988626951011971521","view_count":7368,"bookmark_count":5,"created_at":1762960586000,"favorite_count":51,"quote_count":1,"reply_count":9,"retweet_count":5,"user_id_str":"3448284313","conversation_id_str":"1988626951011971521","full_text":"The best part I like about Claude Code today is this.\n\nI don't have to wait for fancy new features.\n\nIn its current state, it already allows me to build whatever I want. Hope this essence is kept.\n\nResearch, optimization, evals, writing, coding, and the list goes on and on.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1681349314797240320","name":"OpenRouter","screen_name":"OpenRouterAI","indices":[0,13]},{"id_str":"1449556875213684740","name":"Apple Lamps","screen_name":"lamps_apple","indices":[14,26]}]},"favorited":false,"in_reply_to_screen_name":"OpenRouterAI","lang":"en","retweeted":false,"fact_check":null,"id":"1988611415347957782","view_count":79,"bookmark_count":1,"created_at":1762956882000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988609657758490908","full_text":"@OpenRouterAI @lamps_apple that's fire!","in_reply_to_user_id_str":"1681349314797240320","in_reply_to_status_id_str":"1988609657758490908","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1988614109605044614","view_count":5481,"bookmark_count":6,"created_at":1762957525000,"favorite_count":8,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"People were asking how the diagram was created. It's a mermaid sequence diagram, which either Windsurf or Claude Code can generate the first draft. Labels are a bit tricky for LLMs, but you can manually revise and tune them. It's not perfect, but these can take a bit of time if you try creating them from scratch.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988269255604007275","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"473037001","name":"David Stevens","screen_name":"stevewdavens","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"stevewdavens","lang":"en","retweeted":false,"fact_check":null,"id":"1988647295345463371","view_count":1286,"bookmark_count":0,"created_at":1762965437000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@stevewdavens Full-time CLI user now. :)","in_reply_to_user_id_str":"473037001","in_reply_to_status_id_str":"1988645638092083647","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,111],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980333288951803905","name":"John Krakov","screen_name":"JohnKrakbtc","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"JohnKrakbtc","lang":"en","retweeted":false,"fact_check":null,"id":"1988610925193294336","view_count":1336,"bookmark_count":0,"created_at":1762956765000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@JohnKrakbtc Just started to play around with the idea. Will be sharing any findings around these other issues.","in_reply_to_user_id_str":"1980333288951803905","in_reply_to_status_id_str":"1988608860324823494","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1191207924","name":"Erik Bernhardsson","screen_name":"bernhardsson","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"bernhardsson","lang":"en","retweeted":false,"fact_check":null,"id":"1988663775403340187","view_count":518,"bookmark_count":0,"created_at":1762969366000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988647374605131837","full_text":"@bernhardsson Lots of ways to innovate in this space.","in_reply_to_user_id_str":"1191207924","in_reply_to_status_id_str":"1988647374605131837","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,30],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"911297187664949248","name":"Jeff Dean","screen_name":"JeffDean","indices":[0,9]},{"id_str":"796092645193846784","name":"Waymo","screen_name":"Waymo","indices":[10,16]}]},"favorited":false,"in_reply_to_screen_name":"JeffDean","lang":"en","retweeted":false,"fact_check":null,"id":"1988691441414205622","view_count":1137,"bookmark_count":0,"created_at":1762975962000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988674389773357077","full_text":"@JeffDean @Waymo That awesome!","in_reply_to_user_id_str":"911297187664949248","in_reply_to_status_id_str":"1988674389773357077","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[18,161],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1571915464854409216","name":"Eden Yav","screen_name":"yavnun","indices":[0,7]},{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[8,17]}]},"favorited":false,"in_reply_to_screen_name":"yavnun","lang":"en","retweeted":false,"fact_check":null,"id":"1988665646280999132","view_count":66,"bookmark_count":0,"created_at":1762969812000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988236096195776683","full_text":"@yavnun @karpathy I am just leveraging Gemini for the Gemini File Search stuff. I built the agentic part with AI SDK so I can use any of the models they support.","in_reply_to_user_id_str":"1571915464854409216","in_reply_to_status_id_str":"1988664712264048915","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":99088,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[0,264],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/A8dDswq77M","expanded_url":"https://x.com/omarsar0/status/1988974710592516454/video/1","id_str":"1988974643802468352","indices":[265,288],"media_key":"13_1988974643802468352","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1988974643802468352/img/kxjluZvKe8A4GYFL.jpg","type":"video","url":"https://t.co/A8dDswq77M","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":41539,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1988974643802468352/pl/og5b3CYUY0mUUhVw.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/434x270/8-NrudJPqvyY7pFS.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/578x360/JWPR14o2Ya45Vo7L.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1988974643802468352/vid/avc1/1156x720/tgM5wfr-xgoYF-hi.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1988974643802468352"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1988974710592516454","view_count":53372,"bookmark_count":410,"created_at":1763043499000,"favorite_count":553,"quote_count":3,"reply_count":26,"retweet_count":55,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"Kimi K2 Thinking is impressive.\n\nSo I built a multi-agent deep researcher, Kimi Deep Researcher.\n\nIt generates long research reports on any topic, powered by subagents (web searcher, analyzer, and synthesizer).\n\nIt can do 100s of tool calls per session. Repo soon! https://t.co/A8dDswq77M","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,259],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Qx31fcbdIx","expanded_url":"https://x.com/omarsar0/status/1989075862793449566/photo/1","id_str":"1989075859882541056","indices":[260,283],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/Qx31fcbdIx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989075862793449566","view_count":1186,"bookmark_count":24,"created_at":1763067615000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989075862793449566","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/DDl78nxNjx","expanded_url":"https://x.com/omarsar0/status/1989081828678893837/photo/1","id_str":"1989075859882541056","indices":[275,298],"media_key":"3_1989075859882541056","media_url_https":"https://pbs.twimg.com/media/G5qd9LuagAARdg0.jpg","type":"photo","url":"https://t.co/DDl78nxNjx","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1534,"w":1418,"resize":"fit"},"medium":{"h":1200,"w":1109,"resize":"fit"},"small":{"h":680,"w":629,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1534,"width":1418,"focus_rects":[{"x":0,"y":0,"w":1418,"h":794},{"x":0,"y":0,"w":1418,"h":1418},{"x":0,"y":0,"w":1346,"h":1534},{"x":0,"y":0,"w":767,"h":1534},{"x":0,"y":0,"w":1418,"h":1534}]},"media_results":{"result":{"media_key":"3_1989075859882541056"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989081828678893837","view_count":41095,"bookmark_count":919,"created_at":1763069037000,"favorite_count":529,"quote_count":1,"reply_count":13,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989081828678893837","full_text":"Another banger whitepaper from Google.\n\nThis time, they discuss context engineering and how to build effective memory for AI agents.\n\nHighly recommended read for AI devs.\n\n(bookmark it)\n\nI think this is an excellent intro on how to think about memory for AI agents.\n\nkaggle. com/whitepaper-context-engineering-sessions-and-memory","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1980945337327255552","name":"Tammy Sun","screen_name":"sun_tammy2025","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"sun_tammy2025","lang":"en","retweeted":false,"fact_check":null,"id":"1988986995301826826","view_count":306,"bookmark_count":0,"created_at":1763046427000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@sun_tammy2025 Yes, I am working on a few more tests and cleaning up the code a bit. It's basically built on the idea of deep agents (orchestrator + subagents) like Claude Code, but for deep research.","in_reply_to_user_id_str":"1980945337327255552","in_reply_to_status_id_str":"1988986160987927036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,90],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"463176938","name":"John Baker","screen_name":"select_asterisk","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"select_asterisk","lang":"en","retweeted":false,"fact_check":null,"id":"1989029229833367851","view_count":214,"bookmark_count":0,"created_at":1763056497000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@select_asterisk it's leveraging openrouter but i will be testing what's possible on local","in_reply_to_user_id_str":"463176938","in_reply_to_status_id_str":"1989008096019247414","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,284],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1371117855626956809","name":"Tim Smykov","screen_name":"timsmykov","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"timsmykov","lang":"en","retweeted":false,"fact_check":null,"id":"1988986064309018723","view_count":383,"bookmark_count":0,"created_at":1763046205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"It can support a bigger number of sequential tool calls which makes it ideal for long form generation like the deep research use case. I am barely scratching the surface with the current project. I feel like I can push this in many directions to improve research and report writing.","in_reply_to_user_id_str":"1371117855626956809","in_reply_to_status_id_str":"1988984255922467291","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,210],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989064442097856560","view_count":1825,"bookmark_count":0,"created_at":1763064892000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"For clarity, this whole project is built from scratch (i.e., no agent framework). I am using OpenRouter for access to the model. I haven't tested a local setup but it should be easy to get it to work like that.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1988974710592516454","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,24],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54059018","name":"Xaumre","screen_name":"xaumre","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"xaumre","lang":"en","retweeted":false,"fact_check":null,"id":"1989048053706494332","view_count":112,"bookmark_count":0,"created_at":1763060985000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988974710592516454","full_text":"@xaumre All from scratch","in_reply_to_user_id_str":"54059018","in_reply_to_status_id_str":"1989046485850186041","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,127],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"59803156","name":"Mehreen Omer","screen_name":"mehreen_omer","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"mehreen_omer","lang":"en","retweeted":false,"fact_check":null,"id":"1988974390105825329","view_count":595,"bookmark_count":0,"created_at":1763043422000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988269255604007275","full_text":"@mehreen_omer Depends on the set up you are using. I can use either sub-agents, skills, or commands in Claude Code for control.","in_reply_to_user_id_str":"59803156","in_reply_to_status_id_str":"1988962094725886204","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":211423,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/abal4Q20Ms","expanded_url":"https://x.com/omarsar0/status/1989350215175020682/video/1","id_str":"1989350152692494336","indices":[275,298],"media_key":"13_1989350152692494336","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989350152692494336/img/hIa_HXZ-rooPRumG.jpg","type":"video","url":"https://t.co/abal4Q20Ms","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"video_info":{"aspect_ratio":[217,135],"duration_millis":28535,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989350152692494336/pl/hjS90yfF-6op4kJj.m3u8?tag=14&v=cfc"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/434x270/PDGKrLjtospSzcp1.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/578x360/I1_oMAExmyt_9ZeS.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989350152692494336/vid/avc1/1156x720/nJb5ywYS-MatahAH.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1989350152692494336"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989350215175020682","view_count":60601,"bookmark_count":470,"created_at":1763133026000,"favorite_count":367,"quote_count":2,"reply_count":28,"retweet_count":26,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Finally solved my newsletter overload.\n\nI built my own Pulse feature for Claude Code.\n\nIt's a little / command that connects to a proactive agent (built with Claude Agent SDK) that works 24/7 to find breaking AI research.\n\nBetter than any newsletter and even my For You tab. https://t.co/abal4Q20Ms","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368248375398400","indices":[278,301],"media_key":"3_1989368248375398400","media_url_https":"https://pbs.twimg.com/media/G5un4bvbUAAunTy.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1794,"w":1566,"resize":"fit"},"medium":{"h":1200,"w":1047,"resize":"fit"},"small":{"h":680,"w":594,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1794,"width":1566,"focus_rects":[{"x":0,"y":0,"w":1566,"h":877},{"x":0,"y":0,"w":1566,"h":1566},{"x":0,"y":0,"w":1566,"h":1785},{"x":45,"y":0,"w":897,"h":1794},{"x":0,"y":0,"w":1566,"h":1794}]},"media_results":{"result":{"media_key":"3_1989368248375398400"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368252246675456","indices":[278,301],"media_key":"3_1989368252246675456","media_url_https":"https://pbs.twimg.com/media/G5un4qKaUAAF41F.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1018,"w":2048,"resize":"fit"},"medium":{"h":596,"w":1200,"resize":"fit"},"small":{"h":338,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1350,"width":2716,"focus_rects":[{"x":305,"y":0,"w":2411,"h":1350},{"x":1366,"y":0,"w":1350,"h":1350},{"x":1512,"y":0,"w":1184,"h":1350},{"x":1767,"y":0,"w":675,"h":1350},{"x":0,"y":0,"w":2716,"h":1350}]},"media_results":{"result":{"media_key":"3_1989368252246675456"}}},{"display_url":"pic.x.com/qhvrUwGmF2","expanded_url":"https://x.com/omarsar0/status/1989368259817439576/photo/1","id_str":"1989368256415830016","indices":[278,301],"media_key":"3_1989368256415830016","media_url_https":"https://pbs.twimg.com/media/G5un45sakAAEh9J.jpg","type":"photo","url":"https://t.co/qhvrUwGmF2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1199,"w":2048,"resize":"fit"},"medium":{"h":703,"w":1200,"resize":"fit"},"small":{"h":398,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1226,"width":2094,"focus_rects":[{"x":0,"y":0,"w":2094,"h":1173},{"x":868,"y":0,"w":1226,"h":1226},{"x":1019,"y":0,"w":1075,"h":1226},{"x":1481,"y":0,"w":613,"h":1226},{"x":0,"y":0,"w":2094,"h":1226}]},"media_results":{"result":{"media_key":"3_1989368256415830016"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989368259817439576","view_count":35923,"bookmark_count":576,"created_at":1763137328000,"favorite_count":572,"quote_count":4,"reply_count":28,"retweet_count":119,"user_id_str":"3448284313","conversation_id_str":"1989368259817439576","full_text":"Efficient Self-Improving Agent Systems\n\nAgentEvolver lets AI agents improve themselves instead of requiring manual prompt tuning.\n\nThey use three core mechanisms: self-questioning, self-navigating, and self-attributing.\n\nAgents evaluate their own work, spot failures, and write better instructions for themselves.\n\nThis leads to a self-improvement loop capable of running without human oversight.\n\nShows better performance across benchmarks with less manual work.\n\nThis could change how we build production AI systems; agents that actually adapt on their own.\n\nAgentEvolver introduces a paradigm shift in how we build AI agents: instead of manually tuning prompts and instructions, the system enables agents to autonomously refine themselves through iterative self-assessment loops.\n\nThe framework works by having agents evaluate their own performance on tasks, identify where they failed or underperformed, and then generate improved behavioral instructions for the next iteration.\n\nThis creates a continuous evolution cycle where feedback from task execution directly enhances decision-making strategies without human intervention.\n\nThe results are impressive.\n\nAgents using this approach show measurable performance gains across diverse benchmarks compared to static configurations, all while reducing the overhead of constant manual optimization.\n\nIt's a promising step toward truly adaptive AI systems that can evolve their capabilities autonomously, transforming how we develop and deploy production agents.\n\nPaper: arxiv. org/abs/2511.10395","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,266],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AZSpNoh905","expanded_url":"https://x.com/omarsar0/status/1989412054281982254/video/1","id_str":"1989410498501124096","indices":[267,290],"media_key":"13_1989410498501124096","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1989410498501124096/img/xzFGVWtEXM1jdBll.jpg","type":"video","url":"https://t.co/AZSpNoh905","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":20780,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1989410498501124096/pl/c0s4Puy4dweqC6xo.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/434x270/_Pj3D1VxHpkkE3EQ.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/578x360/-O_8oBPsllpQZQ9h.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1156x720/wCMwz2tpLvJeGwrP.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1989410498501124096/vid/avc1/1736x1080/G0Nu2tMdWdbLxvkx.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1989410498501124096"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989412054281982254","view_count":56499,"bookmark_count":551,"created_at":1763147769000,"favorite_count":639,"quote_count":3,"reply_count":26,"retweet_count":56,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Kimi Deep Research keeps getting better!\n\nI've been tuning it with one of my Claude Code skills. \n\nThe quality of the deep research reports Kimi K2 Thinking can generate is insane!\n\nJust look at the clip example.\n\nMore things to tune, but this is crazy good already. https://t.co/AZSpNoh905","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[31,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"50090898","name":"Google for Developers","screen_name":"googledevs","indices":[0,11]},{"id_str":"3167734591","name":"Visual Studio Code","screen_name":"code","indices":[12,17]},{"id_str":"923010104479252480","name":"Colaboratory","screen_name":"GoogleColab","indices":[18,30]}]},"favorited":false,"in_reply_to_screen_name":"googledevs","lang":"qme","retweeted":false,"fact_check":null,"id":"1989309219011531146","view_count":773,"bookmark_count":0,"created_at":1763123252000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989033099737407820","full_text":"@googledevs @code @GoogleColab 🚀","in_reply_to_user_id_str":"50090898","in_reply_to_status_id_str":"1989033099737407820","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,30],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"601736770","name":"Aurimas Griciūnas","screen_name":"Aurimas_Gr","indices":[0,11]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/IiRieq0QSn","expanded_url":"https://x.com/omarsar0/status/1989442337391464687/photo/1","id_str":"1989442327157395456","indices":[31,54],"media_key":"3_1989442327157395456","media_url_https":"https://pbs.twimg.com/media/G5vrQYtX0AA_O67.jpg","type":"photo","url":"https://t.co/IiRieq0QSn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1332,"w":2048,"resize":"fit"},"medium":{"h":780,"w":1200,"resize":"fit"},"small":{"h":442,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1596,"width":2454,"focus_rects":[{"x":0,"y":222,"w":2454,"h":1374},{"x":0,"y":0,"w":1596,"h":1596},{"x":0,"y":0,"w":1400,"h":1596},{"x":153,"y":0,"w":798,"h":1596},{"x":0,"y":0,"w":2454,"h":1596}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989442327157395456"}}}]},"favorited":false,"in_reply_to_screen_name":"Aurimas_Gr","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989442337391464687","view_count":412,"bookmark_count":1,"created_at":1763154989000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1988972296262869238","full_text":"@Aurimas_Gr Important context: https://t.co/IiRieq0QSn","in_reply_to_user_id_str":"601736770","in_reply_to_status_id_str":"1988972296262869238","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989415125678522788","view_count":3123,"bookmark_count":2,"created_at":1763148502000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There is a ton of good info in that generated report.\n\nHonestly, I had no expectations when I started to build this project from scratch. But I did have a bit of hope given the sequential tool calling capabilities of Kimi K2 Thinking.\n\nIt really unlocks advanced applications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989412054281982254","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,97],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[74,97]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989416139034956272","view_count":6052,"bookmark_count":8,"created_at":1763148743000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"You can see an example of reports generated by the previous version here: https://t.co/TByHsEEn3w","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989415125678522788","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989417433245925645","view_count":7117,"bookmark_count":9,"created_at":1763149052000,"favorite_count":17,"quote_count":1,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"Sidenote: I am just amazed by how effective Claude Code, in combination with skills, is at optimizing agentic workflows. It depends on the context, so give it the right logs and test scripts with bash and ask away. I am optimizing all my agents this way now. No more fancy tools, just decent code execution and clear specifications.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989416139034956272","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989423185201160205","view_count":8989,"bookmark_count":2,"created_at":1763150423000,"favorite_count":11,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"As I was working with Claude Code to optimize this, it analyzed the last report generated, and it was super impressed with the length and quality. Its grade was A+, but obviously, it got too enthusiastic about it. The thing is, it has the logs/previous reports, and it can use them to compare and align with what I want.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989417433245925645","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,36],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1815114135325286400","name":"Envolate Industries","screen_name":"envolate","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"envolate","lang":"en","retweeted":false,"fact_check":null,"id":"1989413925373579486","view_count":846,"bookmark_count":0,"created_at":1763148215000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@envolate That's the vision here! :)","in_reply_to_user_id_str":"1815114135325286400","in_reply_to_status_id_str":"1989413448678265273","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,62],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1989417433245925645?s=20","url":"https://t.co/0Cp33Kkk5q","indices":[39,62]}],"user_mentions":[{"id_str":"3421446634","name":"Someguy","screen_name":"s0meguy1","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"s0meguy1","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1989417433245925645","quoted_status_permalink":{"url":"https://t.co/0Cp33Kkk5q","expanded":"https://x.com/omarsar0/status/1989417433245925645?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989417631137603664","view_count":576,"bookmark_count":2,"created_at":1763149099000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@s0meguy1 Just commented on that here: https://t.co/0Cp33Kkk5q","in_reply_to_user_id_str":"3421446634","in_reply_to_status_id_str":"1989416735301407166","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,244],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/omarsar0/statu…","expanded_url":"https://x.com/omarsar0/status/1988974710592516454?s=20","url":"https://t.co/TByHsEEn3w","indices":[221,244]}],"user_mentions":[{"id_str":"1824158837236174853","name":"James","screen_name":"theideogenesis","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"theideogenesis","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1988974710592516454","quoted_status_permalink":{"url":"https://t.co/TByHsEEn3w","expanded":"https://x.com/omarsar0/status/1988974710592516454?s=20","display":"x.com/omarsar0/statu…"},"retweeted":false,"fact_check":null,"id":"1989413812852892008","view_count":854,"bookmark_count":4,"created_at":1763148189000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@theideogenesis It's based on an orchestrator + subagent framework I built from scratch. \n\nBut it's possible because of the sequential tool calling capabilities of Kimi K2 Thinking.\n\nI think people are sleeping on this.\n\nhttps://t.co/TByHsEEn3w","in_reply_to_user_id_str":"1824158837236174853","in_reply_to_status_id_str":"1989412777640038523","is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,109],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1465481625949511680","name":"iamrobotbear (bk)","screen_name":"iamrobotbear","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"iamrobotbear","lang":"en","retweeted":false,"fact_check":null,"id":"1989417949615321412","view_count":510,"bookmark_count":1,"created_at":1763149175000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@iamrobotbear work hard on it. lots of stuff happening in parallel but i will be sharing here once it's ready","in_reply_to_user_id_str":"1465481625949511680","in_reply_to_status_id_str":"1989417654357299343","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,37],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"704057981952983044","name":"Margot Barault","screen_name":"MargotBarault","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"MargotBarault","lang":"en","retweeted":false,"fact_check":null,"id":"1989419846422196419","view_count":371,"bookmark_count":0,"created_at":1763149627000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@MargotBarault It's time to build! :)","in_reply_to_user_id_str":"704057981952983044","in_reply_to_status_id_str":"1989419644558741673","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,33],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1729788380152811520","name":"Orks AI","screen_name":"OrcsSandHive","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"OrcsSandHive","lang":"en","retweeted":false,"fact_check":null,"id":"1989442544351182939","view_count":280,"bookmark_count":0,"created_at":1763155039000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@OrcsSandHive what feels limited?","in_reply_to_user_id_str":"1729788380152811520","in_reply_to_status_id_str":"1989442329363587357","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[26,295],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1823912294814007296","name":"JDizzy of course","screen_name":"the_real_jdizzy","indices":[0,16]},{"id_str":"889050642903293953","name":"DAIR.AI","screen_name":"dair_ai","indices":[17,25]}]},"favorited":false,"in_reply_to_screen_name":"the_real_jdizzy","lang":"en","retweeted":false,"fact_check":null,"id":"1989420334974734696","view_count":295,"bookmark_count":0,"created_at":1763149744000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"@the_real_jdizzy @dair_ai Definitely good for being cheaper and faster, but to declare SOTA, I would have to run proper benchmarking. I am qualifying based on all these deep research solutions I have used, and I would rank the outputs in the top 3 as is. It's hard to get deep research results.","in_reply_to_user_id_str":"1823912294814007296","in_reply_to_status_id_str":"1989418835334894035","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989350228366155787","view_count":2914,"bookmark_count":5,"created_at":1763133029000,"favorite_count":16,"quote_count":0,"reply_count":2,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"It's blazing fast! The / command talks to my agent for already-generated reports.\n\nIt is fully customizable via endpoints.\n\nI can add and tune my preferences based on feedback.\n\nIt adapts to my evolving interests with its agentic capabilities.\n\nProactive agents are the future!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/qybpn1vYJN","expanded_url":"https://x.com/omarsar0/status/1989352006885240898/photo/1","id_str":"1989351481498042368","indices":[266,289],"media_key":"3_1989351481498042368","media_url_https":"https://pbs.twimg.com/media/G5uYoeQWgAAgES-.jpg","type":"photo","url":"https://t.co/qybpn1vYJN","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]},"medium":{"faces":[{"x":830,"y":46,"h":61,"w":61}]},"small":{"faces":[{"x":470,"y":26,"h":34,"w":34}]},"orig":{"faces":[{"x":1307,"y":73,"h":97,"w":97}]}},"sizes":{"large":{"h":1164,"w":1888,"resize":"fit"},"medium":{"h":740,"w":1200,"resize":"fit"},"small":{"h":419,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1164,"width":1888,"focus_rects":[{"x":0,"y":107,"w":1888,"h":1057},{"x":0,"y":0,"w":1164,"h":1164},{"x":0,"y":0,"w":1021,"h":1164},{"x":133,"y":0,"w":582,"h":1164},{"x":0,"y":0,"w":1888,"h":1164}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989351481498042368"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989352006885240898","view_count":2875,"bookmark_count":14,"created_at":1763133453000,"favorite_count":14,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"This is literally what my / command contains. \n\nThe real magic happens in that server that's powered by proactive agents (built with Claude Agent SDK).\n\nIt has memory, schedules to find new and relevant research, and saves them so that I can access them via /pulse. https://t.co/qybpn1vYJN","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350228366155787","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353046808396055","view_count":2943,"bookmark_count":2,"created_at":1763133701000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Just asking Claude Code to search/fetch papers from the web doesn't work. \n\nI built that little server because it tracks my new interests, preferences, and so on. It's running 24/7.\n\nAnd it's highly specialized to pull gems. \n\nIt's a great use case for the Claude Agent SDK.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989352006885240898","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989353667137581431","view_count":3497,"bookmark_count":1,"created_at":1763133849000,"favorite_count":12,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I tried ChatGPT Pulse for months, and it doesn't work the way I want it.\n\nI think for these new AI experiences, personalization is key. Not sure ChatGPT is built for that now.\n\nAnd personalization has to be intuitive and seamless. I prefer what've built here. More updates soon.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353046808396055","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989356800869806359","view_count":4129,"bookmark_count":1,"created_at":1763134596000,"favorite_count":12,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"I am fascinated by the new experiences that will emerge from all these new AI tools. \n\nI think the exploration space here is huge. \n\nI use the browser less now. 90%+ of my work now happens in the terminal.\n\nIf you can vibe code properly, you will be unstoppable.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989353667137581431","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,228],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AENO8Tm3mZ","expanded_url":"https://x.com/omarsar0/status/1989362940244574426/photo/1","id_str":"1989362368250277888","indices":[229,252],"media_key":"3_1989362368250277888","media_url_https":"https://pbs.twimg.com/media/G5uiiKkWcAAYnM8.jpg","type":"photo","url":"https://t.co/AENO8Tm3mZ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1661,"w":2048,"resize":"fit"},"medium":{"h":973,"w":1200,"resize":"fit"},"small":{"h":552,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1846,"width":2276,"focus_rects":[{"x":0,"y":571,"w":2276,"h":1275},{"x":0,"y":0,"w":1846,"h":1846},{"x":0,"y":0,"w":1619,"h":1846},{"x":0,"y":0,"w":923,"h":1846},{"x":0,"y":0,"w":2276,"h":1846}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1989362368250277888"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989362940244574426","view_count":6203,"bookmark_count":9,"created_at":1763136060000,"favorite_count":17,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"The curation capabilities of the agent are insanely good. \n\nCrazy because it can be optimized further.\n\nLike, I would probably never find these research papers/reports myself. \n\nThis is extremely exciting for me as a researcher. https://t.co/AENO8Tm3mZ","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989356800869806359","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1989375641699938523","view_count":4160,"bookmark_count":5,"created_at":1763139088000,"favorite_count":14,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"One lesson I have learned from building these personal projects is that today's AI models are so powerful to the point where you can reverse engineer any functionality these big LLM players are pushing out. This will only keep getting easier. I am going all in on building my own tools.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989362940244574426","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1989420978234171867","view_count":796,"bookmark_count":1,"created_at":1763149897000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@trq212 I figured there are many ways to do this, so I am playing around with the idea a bit more to see how I might share it for others to try. Concept is super green still. :)\n\nI saw your proactive agent post, and it inspired my curiosity.","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1989418623400907098","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,288],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3005395139","name":"Mantas","screen_name":"stnkvcs","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"stnkvcs","lang":"en","retweeted":false,"fact_check":null,"id":"1989387137385410703","view_count":615,"bookmark_count":0,"created_at":1763141829000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Great question. I have been trying different schedules that optimize results, like every hour or something like that. I am actually using haiku-4.5 for this, so I can save on API calls. Indeed, the more it's used, the more expensive it can get. I have been doing a bit of context engineering to make it less costly than it currently is.","in_reply_to_user_id_str":"3005395139","in_reply_to_status_id_str":"1989383819150139818","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,110],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"80782442","name":"Senthil","screen_name":"vmsenthilkumar","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"vmsenthilkumar","lang":"en","retweeted":false,"fact_check":null,"id":"1989368050060292421","view_count":70,"bookmark_count":0,"created_at":1763137278000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@vmsenthilkumar I built a little external server with the core functionalities needed for the personalization.","in_reply_to_user_id_str":"80782442","in_reply_to_status_id_str":"1989364786732367914","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":100695,"startTime":1763164800000,"endTime":1763251200000,"tweets":[{"bookmarked":false,"display_text_range":[0,180],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/ubU9xlQPLJ","expanded_url":"https://x.com/omarsar0/status/1989689354789556479/photo/1","id_str":"1989689351668912128","indices":[181,204],"media_key":"3_1989689351668912128","media_url_https":"https://pbs.twimg.com/media/G5zL7GuaUAA3rdo.jpg","type":"photo","url":"https://t.co/ubU9xlQPLJ","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1760,"w":1554,"resize":"fit"},"medium":{"h":1200,"w":1060,"resize":"fit"},"small":{"h":680,"w":600,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1760,"width":1554,"focus_rects":[{"x":0,"y":0,"w":1554,"h":870},{"x":0,"y":0,"w":1554,"h":1554},{"x":0,"y":0,"w":1544,"h":1760},{"x":0,"y":0,"w":880,"h":1760},{"x":0,"y":0,"w":1554,"h":1760}]},"media_results":{"result":{"media_key":"3_1989689351668912128"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689354789556479","view_count":83362,"bookmark_count":1225,"created_at":1763213883000,"favorite_count":688,"quote_count":4,"reply_count":16,"retweet_count":78,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"Another banger by Google!\n\nIt's a new technical guide on how to deploy, scale, and productionize AI Agents.\n\n(bookmark it)\n\nLove the emphasis of CI/CD and the Agent2Agent protocol. https://t.co/ubU9xlQPLJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"kaggle.com/whitepaper-pro…","expanded_url":"https://www.kaggle.com/whitepaper-prototype-to-production","url":"https://t.co/8xnZzIAOy8","indices":[0,23]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"zxx","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989689367108149595","view_count":8239,"bookmark_count":88,"created_at":1763213886000,"favorite_count":39,"quote_count":1,"reply_count":1,"retweet_count":2,"user_id_str":"3448284313","conversation_id_str":"1989689354789556479","full_text":"https://t.co/8xnZzIAOy8","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989689354789556479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,81],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3010277461","name":"Srinivas","screen_name":"SrinivasValekar","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"SrinivasValekar","lang":"en","retweeted":false,"fact_check":null,"id":"1989493287498256456","view_count":274,"bookmark_count":0,"created_at":1763167137000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"@SrinivasValekar I have other plans at the moment but this is really early still.","in_reply_to_user_id_str":"3010277461","in_reply_to_status_id_str":"1989488207671796086","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[105,128]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989812809312735291","view_count":4367,"bookmark_count":18,"created_at":1763243317000,"favorite_count":15,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989350215175020682","full_text":"Due to popular demand, I will be showcasing some of these workflows in my new Claude Code live training: https://t.co/ZDTOIyJ950\n\nWhether you are technical or non-technical, there are so many ways you can leverage Claude Code. \n\nSeats are limited!","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989350215175020682","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,182],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[159,182]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1989813668272574614","view_count":4453,"bookmark_count":13,"created_at":1763243522000,"favorite_count":7,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1989412054281982254","full_text":"There were some really good questions on how I leveraged Claude Code to build out this project. I will be discussing that in detail in my new live training: \n\nhttps://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1989423185201160205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]},{"label":"2025-11-18","value":96319,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,107],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990420550808735838","view_count":742,"bookmark_count":1,"created_at":1763388214000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990420550808735838","full_text":"\"Time to build\" will make so much more sense to more people in the coming weeks than it has in prior weeks.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CD7QeCwoqn","expanded_url":"https://x.com/omarsar0/status/1990441561637957797/photo/1","id_str":"1990441558177669121","indices":[273,296],"media_key":"3_1990441558177669121","media_url_https":"https://pbs.twimg.com/media/G594DSVa4AE2OfJ.jpg","type":"photo","url":"https://t.co/CD7QeCwoqn","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1239,"w":2048,"resize":"fit"},"medium":{"h":726,"w":1200,"resize":"fit"},"small":{"h":411,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1472,"width":2434,"focus_rects":[{"x":0,"y":0,"w":2434,"h":1363},{"x":962,"y":0,"w":1472,"h":1472},{"x":1143,"y":0,"w":1291,"h":1472},{"x":1635,"y":0,"w":736,"h":1472},{"x":0,"y":0,"w":2434,"h":1472}]},"media_results":{"result":{"media_key":"3_1990441558177669121"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441561637957797","view_count":56795,"bookmark_count":461,"created_at":1763393223000,"favorite_count":406,"quote_count":3,"reply_count":17,"retweet_count":30,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Introducing Claude Code for Everyone!\n\nEveryone should learn to use coding agents.\n\nIt doesn't matter if you are technical or non-technical.\n\nIf you are not using tools like Claude Code, you are missing out on some of the best tools and experience AI agents have to offer. https://t.co/CD7QeCwoqn","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gw0b5tCSm9","expanded_url":"https://x.com/omarsar0/status/1990512531132350847/photo/1","id_str":"1990512527206461441","indices":[275,298],"media_key":"3_1990512527206461441","media_url_https":"https://pbs.twimg.com/media/G5-4mOkbMAEx2pq.jpg","type":"photo","url":"https://t.co/gw0b5tCSm9","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1684,"w":2030,"resize":"fit"},"medium":{"h":995,"w":1200,"resize":"fit"},"small":{"h":564,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1684,"width":2030,"focus_rects":[{"x":0,"y":0,"w":2030,"h":1137},{"x":0,"y":0,"w":1684,"h":1684},{"x":0,"y":0,"w":1477,"h":1684},{"x":0,"y":0,"w":842,"h":1684},{"x":0,"y":0,"w":2030,"h":1684}]},"media_results":{"result":{"media_key":"3_1990512527206461441"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990512531132350847","view_count":14498,"bookmark_count":145,"created_at":1763410144000,"favorite_count":146,"quote_count":2,"reply_count":12,"retweet_count":24,"user_id_str":"3448284313","conversation_id_str":"1990512531132350847","full_text":"With the right agent design pattern, you can build insane applications today.\n\nSciAgent is a multi-agent framework for tackling complex scientific reasoning across physics, chemistry, and math.\n\n(bookmark it)\n\nInstead of relying on a single monolithic model, it orchestrates specialized agents that each handle different aspects of problem-solving.\n\nThe system decomposes hard problems into manageable subtasks: analysis, domain-specific reasoning, verification, and cross-domain integration.\n\nIt was benchmarked on olympiad-level problems (International Physics & Chemistry Olympiads) and outperforms single-model baselines.\n\nThe key insight: agent composition beats end-to-end learning for specialized domains.\n\nThis architecture pattern shows how to build systems that generalize across multiple scientific disciplines.\n\nPaper: arxiv. org/abs/2511.08151","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}],"symbols":[],"timestamps":[],"urls":[{"display_url":"arxiv.org/abs/2511.11287","expanded_url":"https://arxiv.org/abs/2511.11287","url":"https://t.co/JSv5BoBFoJ","indices":[1087,1110]}],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/AIscyzTV0f","expanded_url":"https://x.com/omarsar0/status/1990532662881313096/photo/1","id_str":"1990532659190312960","indices":[281,304],"media_key":"3_1990532659190312960","media_url_https":"https://pbs.twimg.com/media/G5_K6EDaMAAUAEj.png","type":"photo","url":"https://t.co/AIscyzTV0f","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1782,"w":1606,"resize":"fit"},"medium":{"h":1200,"w":1081,"resize":"fit"},"small":{"h":680,"w":613,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1782,"width":1606,"focus_rects":[{"x":0,"y":0,"w":1606,"h":899},{"x":0,"y":0,"w":1606,"h":1606},{"x":0,"y":0,"w":1563,"h":1782},{"x":45,"y":0,"w":891,"h":1782},{"x":0,"y":0,"w":1606,"h":1782}]},"media_results":{"result":{"media_key":"3_1990532659190312960"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990532662881313096","view_count":13908,"bookmark_count":150,"created_at":1763414943000,"favorite_count":175,"quote_count":1,"reply_count":14,"retweet_count":36,"user_id_str":"3448284313","conversation_id_str":"1990532662881313096","full_text":"The web is broken for AI agents.\n\nNot because agents aren't smart enough.\n\nIt's because the web wasn't designed for them.\n\nEvery interaction is a puzzle. Parse raw HTML. Reverse-engineer buttons. Guess what's clickable.\n\nThis makes agents brittle, inefficient, and insecure.\n\nThis new research paper introduces VOIX, a framework where websites tell agents exactly what they can do.\n\nNo more guessing. No more parsing. Pure declaration.\n\nTwo new HTML elements are introduced: <tool> and <context>.\n\n<tool> exposes actions. Click here. Input this. Select that. With parameters and validation.\n\n<context> explains the state. Where you are. What's possible. Why it matters.\n\nThink of it as an API layer baked into web pages.\n\nThey evaluated using an 11-day developer study. SUS score: 72.5/100, which is above the acceptable threshold.\n\nExciting progress on agentic web! It's an interesting paradigm shift to address the issues agents have when interacting with the web.\n\nFrom agents parsing HTML to websites declaring intent. From agent-agnostic design to agent-aware architecture.\n\nPaper: https://t.co/JSv5BoBFoJ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,45],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"en","retweeted":false,"fact_check":null,"id":"1990419923911209298","view_count":677,"bookmark_count":0,"created_at":1763388064000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990272740012777475","full_text":"@OfficialLoganK that's going to be something!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990272740012777475","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","retweeted":false,"fact_check":null,"id":"1990441574212440168","view_count":3609,"bookmark_count":2,"created_at":1763393226000,"favorite_count":8,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Based on popular demand, I am excited to announce my brand new live cohort-based training on Claude Code for Everyone.\n\nExcited to finally get to share all the cool ways we have been using Claude Code to improve AI workflows, agents, and AI apps.","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441561637957797","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"dair-ai.thinkific.com/courses/claude…","expanded_url":"https://dair-ai.thinkific.com/courses/claude-code","url":"https://t.co/ZDTOIyJ950","indices":[165,188]}],"user_mentions":[]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990441586061451607","view_count":3584,"bookmark_count":6,"created_at":1763393229000,"favorite_count":8,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"Don't miss this chance to learn everything you need to know about building with Claude Code.\n\nSeats are limited!\n\nPrices will go up in the next cohort.\n\nEnroll now: https://t.co/ZDTOIyJ950","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990441574212440168","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,108],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768597724660895744","name":"Methkal","screen_name":"meth_kh","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"meth_kh","lang":"en","retweeted":false,"fact_check":null,"id":"1990444335054393512","view_count":518,"bookmark_count":0,"created_at":1763393884000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@meth_kh I will focus on projects and all the tactics we have learned on how to effectively use Claude Code.","in_reply_to_user_id_str":"768597724660895744","in_reply_to_status_id_str":"1990442296114827731","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"15026770","name":"Christopher","screen_name":"communicating","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"communicating","lang":"en","retweeted":false,"fact_check":null,"id":"1990484101535793634","view_count":406,"bookmark_count":0,"created_at":1763403365000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990441561637957797","full_text":"@communicating It is a separate course and not part of the subscription. It has its own price. The link I shared would be right place to send anyone who is interested in learning about Claude Code. :)","in_reply_to_user_id_str":"15026770","in_reply_to_status_id_str":"1990452576928874508","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[6,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"676573","name":"tobi lutke","screen_name":"tobi","indices":[0,5]}]},"favorited":false,"in_reply_to_screen_name":"tobi","lang":"en","retweeted":false,"fact_check":null,"id":"1990533241452069353","view_count":1582,"bookmark_count":1,"created_at":1763415081000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990525664513175585","full_text":"@tobi I absolutely dislike the current form of these AI notetakers. So disruptive to learners and human participants. They have some applications, but I think we can build better ones.","in_reply_to_user_id_str":"676573","in_reply_to_status_id_str":"1990525664513175585","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":101547,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/jBY0QHPEqe","expanded_url":"https://x.com/omarsar0/status/1990794651608219727/photo/1","id_str":"1990794647875317760","indices":[279,302],"media_key":"3_1990794647875317760","media_url_https":"https://pbs.twimg.com/media/G6C5Lz9bcAAYeLu.jpg","type":"photo","url":"https://t.co/jBY0QHPEqe","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1802,"w":1618,"resize":"fit"},"medium":{"h":1200,"w":1077,"resize":"fit"},"small":{"h":680,"w":611,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1802,"width":1618,"focus_rects":[{"x":0,"y":0,"w":1618,"h":906},{"x":0,"y":0,"w":1618,"h":1618},{"x":37,"y":0,"w":1581,"h":1802},{"x":496,"y":0,"w":901,"h":1802},{"x":0,"y":0,"w":1618,"h":1802}]},"media_results":{"result":{"media_key":"3_1990794647875317760"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990794651608219727","view_count":12177,"bookmark_count":164,"created_at":1763477406000,"favorite_count":179,"quote_count":2,"reply_count":12,"retweet_count":41,"user_id_str":"3448284313","conversation_id_str":"1990794651608219727","full_text":"Open-source research agents have been lagging behind proprietary systems like OpenAI's Deep Research.\n\nThe gap has been frustrating for developers who want powerful, deep research agents without vendor lock-in.\n\nI've been building my own called Kimi Deep Researcher.\n\nSimilarly, this new work introduces MiroThinker, a framework that closes this performance gap through systematic optimization.\n\nThe key insight? Performance isn't just about model size.\n\nMiroThinker uses three complementary scaling strategies.\n\nModel scaling: Leveraging larger base models up to 72B parameters.\n\nContext scaling: Expanding reasoning space and information retrieval capabilities. With a 256K context window, it can perform up to 600 tool calls per task!\n\nThis enables sustained multi-turn reasoning and complex real-world research workflows.\n\nInteractive scaling: Incorporating human feedback and iterative refinement loops.\n\nEach dimension adds independent performance gains.\n\nThe results are compelling. The 72B variant demonstrates competitive performance with proprietary agents like GPT-5 and Claude 4.5.\n\nValidated across multiple benchmarks: GAIA, HotpotQA, and MuSiQue.\n\nWhy this matters for developers: You don't need to wait for new model releases to improve agent reasoning.\n\nThe modular approach means you can adopt scaling dimensions independently based on your constraints.\n\nOpen-source agents can now compete with proprietary systems through principled optimization.\n\nThis democratizes access to advanced AI reasoning capabilities.\n\nPaper: arxiv. org/abs/2511.11793","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Uo0ElXtsoW","expanded_url":"https://x.com/omarsar0/status/1990815581017145479/photo/1","id_str":"1990815278314496000","indices":[272,295],"media_key":"3_1990815278314496000","media_url_https":"https://pbs.twimg.com/media/G6DL8qVbIAAlXCw.jpg","type":"photo","url":"https://t.co/Uo0ElXtsoW","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":677,"w":1000,"resize":"fit"},"medium":{"h":677,"w":1000,"resize":"fit"},"small":{"h":460,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":677,"width":1000,"focus_rects":[{"x":0,"y":117,"w":1000,"h":560},{"x":236,"y":0,"w":677,"h":677},{"x":277,"y":0,"w":594,"h":677},{"x":405,"y":0,"w":339,"h":677},{"x":0,"y":0,"w":1000,"h":677}]},"media_results":{"result":{"media_key":"3_1990815278314496000"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990815581017145479","view_count":9610,"bookmark_count":22,"created_at":1763482396000,"favorite_count":71,"quote_count":0,"reply_count":7,"retweet_count":11,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 is here!\n\nThe most exciting part of this model is the long horizon planning capabilities.\n\nThis is going to unlock complex agentic applications, the likes of which we have never seen.\n\nVibe coding insane applications in one shot, proactive agents that expand our knowledge at unprecedented rates, and agents that lead to major scientific discoveries.\n\nIt's really on!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,237],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/gBO2Xk7uIB","expanded_url":"https://x.com/omarsar0/status/1990822776198828498/video/1","id_str":"1990822367325499392","indices":[238,261],"media_key":"13_1990822367325499392","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990822367325499392/img/xvAXp2w6F8ND9zLg.jpg","type":"video","url":"https://t.co/gBO2Xk7uIB","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":16670,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990822367325499392/pl/RMlR5CPioFLA8zkE.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/434x270/a4tn85gDoX8x4DBz.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/578x360/sndN5nWCbrUt3prE.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1156x720/vkvmAQGhFfXS_Ygl.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990822367325499392/vid/avc1/1736x1080/LgKXlNVrO__EdBcP.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990822367325499392"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990822776198828498","view_count":13445,"bookmark_count":34,"created_at":1763484112000,"favorite_count":97,"quote_count":0,"reply_count":2,"retweet_count":13,"user_id_str":"3448284313","conversation_id_str":"1990822776198828498","full_text":"This is a fun little app created by Gemini 3.\n\nIt shows the spatial reasoning capabilities.\n\nThis could be huge for apps that leverage computer-using agents. \n\nAnd of course, unlocking new ways to interact with computers. Exciting stuff! https://t.co/gBO2Xk7uIB","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,220],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1p5TeM2R1J","expanded_url":"https://x.com/omarsar0/status/1990826875816481127/video/1","id_str":"1990826215985360896","indices":[221,244],"media_key":"13_1990826215985360896","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990826215985360896/img/hj7mTsznGgUm85NT.jpg","type":"video","url":"https://t.co/1p5TeM2R1J","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":22034,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990826215985360896/pl/TumBkcdd1sa9-xVl.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/434x270/WUw7Qhado54Zc9t8.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/578x360/8y3I2KYKh7He4nwv.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1156x720/ajRVxzNlj9-uQqEz.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990826215985360896/vid/avc1/1736x1080/RAOh_Q7VMcUGL6sJ.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990826215985360896"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990826875816481127","view_count":37186,"bookmark_count":106,"created_at":1763485089000,"favorite_count":293,"quote_count":0,"reply_count":21,"retweet_count":27,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"Google wasn't playing with this Gemini 3 launch!\n\nThey are going for everything.\n\nJust tested out their Antigravity agentic development platform, and it's really fun. \n\nJust helped my son build a quick physics simulator. https://t.co/1p5TeM2R1J","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/GYzMzXL1gX","expanded_url":"https://x.com/omarsar0/status/1990875929720070280/video/1","id_str":"1990874771903365120","indices":[280,303],"media_key":"13_1990874771903365120","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990874771903365120/img/1eI3gfiYJl0sGMeD.jpg","type":"video","url":"https://t.co/GYzMzXL1gX","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":28628,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990874771903365120/pl/n2cH_dIG2yNTzOrC.m3u8?tag=21&v=cfc"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/434x270/u9pMjTZrj5PH7Cd1.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/578x360/Gn3V_rv1W7ATBk13.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1156x720/32Z1YAud0vgXksIY.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990874771903365120/vid/avc1/1736x1080/Cb53rLhuErQOPNNp.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990874771903365120"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990875929720070280","view_count":11660,"bookmark_count":39,"created_at":1763496784000,"favorite_count":80,"quote_count":0,"reply_count":27,"retweet_count":8,"user_id_str":"3448284313","conversation_id_str":"1990875929720070280","full_text":"Okay, this is just insane!\n\nJust vibe-coded this AI-powered website designer in MINUTES using Gemini 3.\n\nI am not great at design. I can now collaborate with AI to generate and iterate on designs.\n\nSelecting elements to iterate on and viewing them in different modes also works. https://t.co/GYzMzXL1gX","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,13],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1086145626633494528","name":"Varun Mohan","screen_name":"_mohansolo","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"_mohansolo","lang":"qme","retweeted":false,"fact_check":null,"id":"1990589110973849960","view_count":2783,"bookmark_count":0,"created_at":1763428402000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990521386935464099","full_text":"@_mohansolo 🔥","in_reply_to_user_id_str":"1086145626633494528","in_reply_to_status_id_str":"1990521386935464099","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[32,38],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"284333988","name":"Logan Kilpatrick","screen_name":"OfficialLoganK","indices":[0,15]},{"id_str":"1742923424056713217","name":"Google AI Studio","screen_name":"GoogleAIStudio","indices":[16,31]}]},"favorited":false,"in_reply_to_screen_name":"OfficialLoganK","lang":"und","retweeted":false,"fact_check":null,"id":"1990813421319635244","view_count":2260,"bookmark_count":0,"created_at":1763481881000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813077172822143","full_text":"@OfficialLoganK @GoogleAIStudio LFG!!!","in_reply_to_user_id_str":"284333988","in_reply_to_status_id_str":"1990813077172822143","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,77],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/Yb0D314xyR","expanded_url":"https://x.com/omarsar0/status/1990816381252546618/photo/1","id_str":"1990816298461179908","indices":[78,101],"media_key":"3_1990816298461179908","media_url_https":"https://pbs.twimg.com/media/G6DM4CrWMAQuo1-.png","type":"photo","url":"https://t.co/Yb0D314xyR","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1872,"w":2048,"resize":"fit"},"medium":{"h":1097,"w":1200,"resize":"fit"},"small":{"h":622,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2212,"width":2420,"focus_rects":[{"x":0,"y":0,"w":2420,"h":1355},{"x":43,"y":0,"w":2212,"h":2212},{"x":179,"y":0,"w":1940,"h":2212},{"x":596,"y":0,"w":1106,"h":2212},{"x":0,"y":0,"w":2420,"h":2212}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816298461179908"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990816381252546618","view_count":1969,"bookmark_count":2,"created_at":1763482587000,"favorite_count":9,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Not to mention that the results on all these other benchmarks are impressive. https://t.co/Yb0D314xyR","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990815581017145479","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,55],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/fIA5IqlMNw","expanded_url":"https://x.com/omarsar0/status/1990818244312052036/photo/1","id_str":"1990816757930405891","indices":[56,79],"media_key":"3_1990816757930405891","media_url_https":"https://pbs.twimg.com/media/G6DNSyVWMAM3lph.jpg","type":"photo","url":"https://t.co/fIA5IqlMNw","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1250,"w":1000,"resize":"fit"},"medium":{"h":1200,"w":960,"resize":"fit"},"small":{"h":680,"w":544,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1250,"width":1000,"focus_rects":[{"x":0,"y":0,"w":1000,"h":560},{"x":0,"y":0,"w":1000,"h":1000},{"x":0,"y":0,"w":1000,"h":1140},{"x":219,"y":0,"w":625,"h":1250},{"x":0,"y":0,"w":1000,"h":1250}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990816757930405891"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990818244312052036","view_count":2255,"bookmark_count":2,"created_at":1763483031000,"favorite_count":10,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"Gemini 3 Pro's agentic coding capabilities look insane. https://t.co/fIA5IqlMNw","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990816381252546618","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,89],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/1XMIFHjxAB","expanded_url":"https://x.com/omarsar0/status/1990823592657891612/photo/1","id_str":"1990823384993697792","indices":[90,113],"media_key":"3_1990823384993697792","media_url_https":"https://pbs.twimg.com/media/G6DTUiEXEAA5W1L.jpg","type":"photo","url":"https://t.co/1XMIFHjxAB","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":774,"w":1194,"resize":"fit"},"medium":{"h":774,"w":1194,"resize":"fit"},"small":{"h":441,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":774,"width":1194,"focus_rects":[{"x":0,"y":0,"w":1194,"h":669},{"x":239,"y":0,"w":774,"h":774},{"x":287,"y":0,"w":679,"h":774},{"x":433,"y":0,"w":387,"h":774},{"x":0,"y":0,"w":1194,"h":774}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1990823384993697792"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990823592657891612","view_count":1341,"bookmark_count":0,"created_at":1763484306000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"And where do we even start with Gemini 3 Deep Think?\n\nThat ARC-AGI-2 performance is nuts! https://t.co/1XMIFHjxAB","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990818244312052036","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1462843067208278021","name":"Madhu Guru","screen_name":"realmadhuguru","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"realmadhuguru","lang":"en","retweeted":false,"fact_check":null,"id":"1990818341859061760","view_count":134,"bookmark_count":0,"created_at":1763483054000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990815581017145479","full_text":"@realmadhuguru on it :)","in_reply_to_user_id_str":"1462843067208278021","in_reply_to_status_id_str":"1990816967201050710","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"4939401","name":"Patrick Collison","screen_name":"patrickc","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"patrickc","lang":"en","retweeted":false,"fact_check":null,"id":"1990828162482065834","view_count":639,"bookmark_count":0,"created_at":1763485396000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990813146987311446","full_text":"@patrickc That is cool!","in_reply_to_user_id_str":"4939401","in_reply_to_status_id_str":"1990813146987311446","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,32],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14130366","name":"Sundar Pichai","screen_name":"sundarpichai","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"sundarpichai","lang":"en","retweeted":false,"fact_check":null,"id":"1990854555362312425","view_count":1474,"bookmark_count":0,"created_at":1763491688000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990850427164979318","full_text":"@sundarpichai Keep it coming! :)","in_reply_to_user_id_str":"14130366","in_reply_to_status_id_str":"1990850427164979318","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[17,42],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"70831441","name":"Soumith Chintala","screen_name":"soumithchintala","indices":[0,16]}]},"favorited":false,"in_reply_to_screen_name":"soumithchintala","lang":"en","retweeted":false,"fact_check":null,"id":"1990877387836334251","view_count":2108,"bookmark_count":0,"created_at":1763497132000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"3448284313","conversation_id_str":"1990861380740591621","full_text":"@soumithchintala Excited for you, Soumith!","in_reply_to_user_id_str":"70831441","in_reply_to_status_id_str":"1990861380740591621","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,163],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/42c51Vo2hf","expanded_url":"https://x.com/omarsar0/status/1990847529919910063/video/1","id_str":"1990847387988799488","indices":[164,187],"media_key":"13_1990847387988799488","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990847387988799488/img/tWJ4vt2zs85WB8ZV.jpg","type":"video","url":"https://t.co/42c51Vo2hf","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1736,"resize":"fit"},"medium":{"h":747,"w":1200,"resize":"fit"},"small":{"h":423,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1736,"focus_rects":[]},"allow_download_status":{"allow_download":true},"video_info":{"aspect_ratio":[217,135],"duration_millis":31866,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990847387988799488/pl/pMrqonzf-qOZGHYt.m3u8?tag=21"},{"bitrate":256000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/434x270/ha5SBeiTbT7SrzSN.mp4?tag=21"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/578x360/wcZ4XjL6QtorWlli.mp4?tag=21"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1156x720/ITnmAclQ1JZ2B0_j.mp4?tag=21"},{"bitrate":10368000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990847387988799488/vid/avc1/1736x1080/QiPViKEjU7u5BlP0.mp4?tag=21"}]},"media_results":{"result":{"media_key":"13_1990847387988799488"}}}]},"favorited":false,"in_reply_to_screen_name":"omarsar0","lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990847529919910063","view_count":2506,"bookmark_count":2,"created_at":1763490013000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"3448284313","conversation_id_str":"1990826875816481127","full_text":"I love this way of testing and debugging apps with the integrated browser preview. The agent can navigate the app and test features, catch bugs, and fix on the go. https://t.co/42c51Vo2hf","in_reply_to_user_id_str":"3448284313","in_reply_to_status_id_str":"1990826875816481127","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}]},"interactions":{"users":[{"created_at":1542043689000,"uid":"1062034323249881088","id":"1062034323249881088","screen_name":"codewithimanshu","name":"Himanshu Kumar","friends_count":328,"followers_count":23752,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1736815259951017986/Hyit0PGJ_normal.jpg","description":"Daily posts on AI , Tech, Programing, Tools, Jobs, and Trends | 500k+ (LinkedIn, IG, X) Collabs- abrojackhimanshu@gmail.com","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"linktr.ee/codewithimansh…","expanded_url":"https://linktr.ee/codewithimanshu.in","url":"https://t.co/dt6KPRmVjm","indices":[0,23]}]}},"interactions":12},{"created_at":1732186883000,"uid":"1859552616469995521","id":"1859552616469995521","screen_name":"synergyahmadd","name":"Ahmad | CRO","friends_count":459,"followers_count":311,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1915694657503133696/w0M7-EJP_normal.jpg","description":"Helping SaaS founders improve conversions at every stage, from website clicks to sales calls. \n\nDM me \"AUDIT\" and I will do a free conversion audit of your SaaS","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"synergyconversions.com","expanded_url":"https://synergyconversions.com/","url":"https://t.co/vIK6r9i8vi","indices":[0,23]}]}},"interactions":9},{"created_at":1753524702000,"uid":"1949049858683445248","id":"1949049858683445248","screen_name":"devmuradahmed","name":"Murad Ahmed","friends_count":412,"followers_count":953,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1964741419962441729/LWlgwJpj_normal.jpg","description":"Full Stack Dev | .NET | Angular | Building AI-powered Second Brain | Where your thoughts find the perfect place | https://t.co/AFkpntm4Gf","entities":{"description":{"urls":[{"display_url":"thinkncache.me","expanded_url":"http://thinkncache.me","url":"https://t.co/AFkpntm4Gf","indices":[114,137]}]},"url":{"urls":[{"display_url":"thinkncache.me","expanded_url":"http://thinkncache.me","url":"https://t.co/AFkpntm4Gf","indices":[0,23]}]}},"interactions":7},{"created_at":1247249149000,"uid":"55624792","id":"55624792","screen_name":"bhoffman1us","name":"Bruce Hoffman / skibah.eth","friends_count":4685,"followers_count":804,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1626624156833030145/3Z3KOvNz_normal.png","description":"Blockchain, Web 3, DAO, DAPP, AI Strategy, AI Data Ethics, Startups Talks about #dapp, #ai4good, #blockchain, #dataproducts, and #productmanagement","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"metadoc.ai","expanded_url":"https://www.metadoc.ai","url":"https://t.co/BQIjgSlyLE","indices":[0,23]}]}},"interactions":6},{"created_at":1360526617000,"uid":"1166878802","id":"1166878802","screen_name":"Beareka","name":"Sinuhet","friends_count":316,"followers_count":86,"profile_image_url_https":"https://pbs.twimg.com/profile_images/3235753634/1d2cc7722793745eac1796255e8491a4_normal.png","description":"","entities":{"description":{"urls":[]}},"interactions":5},{"created_at":1353878563000,"uid":"970812776","id":"970812776","screen_name":"jasonth0","name":"jason","friends_count":784,"followers_count":1278,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1887688877944852480/4RUt19Lf_normal.jpg","description":"👽","entities":{"description":{"urls":[]}},"interactions":4},{"created_at":1423144858000,"uid":"3010277461","id":"3010277461","screen_name":"SrinivasValekar","name":"Srinivas","friends_count":332,"followers_count":413,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1809124286449528832/zk5P_Vdf_normal.jpg","description":"I am a coder but learning marketting and documenting my findings","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"srinivas-valekar.beehiiv.com/subscribe","expanded_url":"https://srinivas-valekar.beehiiv.com/subscribe","url":"https://t.co/MdhM66IzlH","indices":[0,23]}]}},"interactions":4},{"created_at":1756626782000,"uid":"1962061010849697792","id":"1962061010849697792","screen_name":"MinChonChiSF","name":"Min Chon Chi","friends_count":67,"followers_count":124,"profile_image_url_https":"https://abs.twimg.com/sticky/default_profile_images/default_profile_normal.png","description":"","entities":{"description":{"urls":[]}},"interactions":4},{"created_at":1738861766000,"uid":"1887549038792245248","id":"1887549038792245248","screen_name":"jenslon_","name":"AI/ACC","friends_count":72,"followers_count":101,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1974090222603313152/6wNw6EM9_normal.jpg","description":"Machines, rise","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"o-mega.ai","expanded_url":"https://o-mega.ai","url":"https://o-mega.ai","indices":[0,23]}]}},"interactions":4},{"created_at":1698575456000,"uid":"1718576015801204736","id":"1718576015801204736","screen_name":"saen_dev","name":"saen","friends_count":209,"followers_count":238,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1988189504339857408/tL0J9YTk_normal.jpg","description":"Automating the boring stuff and sharing the insights","entities":{"description":{"urls":[]}},"interactions":4},{"created_at":1251763033000,"uid":"70540032","id":"70540032","screen_name":"ilyasiqbal","name":"Ilyas Iqbal","friends_count":684,"followers_count":1312,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1863680915123101696/qNBeL-QN_normal.jpg","description":"CEO & Co-founder @Inventegy AI - Building AI Products for Business Growth & Professional Efficiency - https://t.co/HIZbcEIj4P","entities":{"description":{"urls":[{"display_url":"inventegy.com","expanded_url":"https://inventegy.com","url":"https://t.co/HIZbcEIj4P","indices":[102,125]}]},"url":{"urls":[{"display_url":"ilyasiqbal.com","expanded_url":"https://ilyasiqbal.com","url":"https://t.co/KL48r4wPqf","indices":[0,23]}]}},"interactions":3},{"created_at":1327419479000,"uid":"473037001","id":"473037001","screen_name":"stevewdavens","name":"David Stevens","friends_count":1056,"followers_count":425,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1306204625612275713/YLuKrnK-_normal.jpg","description":"Head of AI working in behavioral health. I enjoy starting and growing software startups, 0-1 but also work in scale ups.","entities":{"description":{"urls":[]}},"interactions":3},{"created_at":1394118386000,"uid":"2375497154","id":"2375497154","screen_name":"JustinWKong","name":"Justin","friends_count":296,"followers_count":266,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1788392290282803200/W9yylYBT_normal.jpg","description":"Building AI products | https://t.co/1VsNkGF7m3 | https://t.co/sKJzsbZRsx","entities":{"description":{"urls":[{"display_url":"rysa.ai","expanded_url":"http://rysa.ai","url":"https://t.co/1VsNkGF7m3","indices":[23,46]},{"display_url":"waveon.io","expanded_url":"http://waveon.io","url":"https://t.co/sKJzsbZRsx","indices":[49,72]}]},"url":{"urls":[{"display_url":"rysa.ai","expanded_url":"https://rysa.ai","url":"https://t.co/pFno3mxaTe","indices":[0,23]}]}},"interactions":3},{"created_at":1754301885000,"uid":"1952309654819913728","id":"1952309654819913728","screen_name":"suhrabautomates","name":"Suhrab Khan⚡️","friends_count":489,"followers_count":65,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1952310866017406976/Y_fR6ugb_normal.jpg","description":"AI & Automation Technologist bringing Efficiency to the World \n🚀 Building the Future of AI Organizations\n📈 Scaling businesses via intelligent automations","entities":{"description":{"urls":[]}},"interactions":3},{"created_at":1713344790000,"uid":"1780523178160279552","id":"1780523178160279552","screen_name":"sir4K_zen","name":"Mykhailo Sorochuk","friends_count":1323,"followers_count":3040,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1780523218702422016/Zh_2Lnbx_normal.jpg","description":"Automation specialist","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"type.link/sir4K_zen","expanded_url":"https://type.link/sir4K_zen","url":"https://t.co/0lVWkjeRE4","indices":[0,23]}]}},"interactions":3},{"created_at":1710192013000,"uid":"1767299461561122816","id":"1767299461561122816","screen_name":"HashgraphOnline","name":"Hashgraph Online DAO","friends_count":24,"followers_count":5392,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1933252329832095744/rDvXSrFk_normal.jpg","description":"We're putting the agentic internet on-chain. 30M+ transactions live.\n\nGoverned by 10 leading companies. \n\nFollow us, and join a $1M Hackathon 👇","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"hashgraphonline.com/start","expanded_url":"https://hashgraphonline.com/start","url":"https://t.co/kwFhJDEEne","indices":[0,23]}]}},"interactions":3},{"created_at":1708414359000,"uid":"1759843405973405697","id":"1759843405973405697","screen_name":"superlewis88","name":"super Lewis","friends_count":60,"followers_count":9,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1759843491470086144/-3blhjCi_normal.jpg","description":"Former PM turned indie dev\nBuilt ArtSign in 2 weeks with AI tools\nAI signature generator | 1000+ users\nSharing the journey\nhttps://t.co/lPqYSF5wIG","entities":{"description":{"urls":[{"display_url":"artsign.cc","expanded_url":"http://artsign.cc","url":"https://t.co/lPqYSF5wIG","indices":[123,146]}]},"url":{"urls":[{"display_url":"artsign.cc","expanded_url":"https://artsign.cc","url":"https://t.co/q2wYVZRqyc","indices":[0,23]}]}},"interactions":3},{"created_at":1654489606000,"uid":"1533666605279891457","id":"1533666605279891457","screen_name":"Arindam_1729","name":"Arindam Majumder 𝕏","friends_count":351,"followers_count":7644,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1620795664589266944/XBEbRjPN_normal.jpg","description":"Simplifying LLMs, RAG & AI Agent Workflows • 800k+ Reads • Weekly YouTube Tutorials & Blogs • Building @Studio1Hq • Let's Collaborate → https://t.co/zrnLnbeg9V","entities":{"description":{"urls":[{"display_url":"dm.new/arindam","expanded_url":"http://dm.new/arindam","url":"https://t.co/zrnLnbeg9V","indices":[136,159]}]},"url":{"urls":[{"display_url":"youtube.com/@Arindam_1729","expanded_url":"https://www.youtube.com/@Arindam_1729","url":"https://t.co/cgUWFlilvC","indices":[0,23]}]}},"interactions":3},{"created_at":1585416286000,"uid":"1243952080039161857","id":"1243952080039161857","screen_name":"mxacod","name":"Mxa","friends_count":478,"followers_count":234,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1960620533562712064/DukAFZMZ_normal.jpg","description":"turning ideas into bugs that sometimes work","entities":{"description":{"urls":[]}},"interactions":3},{"created_at":1577168027000,"uid":"1209356444702846976","id":"1209356444702846976","screen_name":"alexcloudstar","name":"Alex Cloudstar","friends_count":2679,"followers_count":1500,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1988982199182401536/yOVY2Aj1_normal.jpg","description":"Building indie startups in public \n⚙️ Engineer → Founder → Creator","entities":{"description":{"urls":[]}},"interactions":3}],"period":14,"start":1762330842422,"end":1763540442422}}},"settings":{},"session":null,"routeProps":{"/creators/:username":{}}}
SuperX
