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Sharps or Squares
586following3kfollowers
The Innovator
Arthur Gervais, aka 'Sharps or Squares', is an AI-for-security researcher who builds multi-agent tools (like MAPTA) that find real vulnerabilities in flagship web products. He publishes rigorous work across DeFi, EVM tooling and AI safety, and prefers quiet, responsible disclosure over headlines. His feed mixes hard research, practical demos, and a dry sense of humor.
You find zero-day RCEs in Tierâ1 products and win Google awards, yet you still ask the timeline for someone to 'please write a paper', congratulations, you broke the internet and then asked it to do your literature review.
Winning the Google Research Award 2025 in 'AI for privacy, safety, & security' and developing MAPTA, which discovered multiple confirmed RCEs that were responsibly disclosed and patched, a textbook blend of research and real-world impact.
To make software and blockchain ecosystems safer by inventing practical AI agents and reproducible research that expose and fix vulnerabilities before attackers can exploit them, while nudging the community toward responsible, usable security.
Ethical security and responsible disclosure; empirical rigor over hype; open collaboration and reproducibility; building tools that have measurable, real-world safety impact rather than chasing applause.
Deep technical chops across AI, security, and blockchain; credibility backed by real-world findings and academic awards; collaborative mindset and a penchant for building practical tooling that advances the state of the art.
Communication can be too technical or terse for broader audiences, which limits engagement; modest self-promotion and infrequent 'marketing' of big wins means impact sometimes flies under the radar; occasionally buried in jargon.
Turn technical results into snackable X threads with clear TL;DRs and visuals; post short demos/gifs of tools like MAPTA and link to reproducible code; pin a concise explainer of your biggest wins (MAPTA, RCE findings, Google award); host an occasional Space or AMA to demystify methods; collaborate on co-authored threads with peers (tag influencers) and summarize papers into 3, 5 tweet explainers aimed at practitioners and builders.
Fun fact: MAPTA, Arthur's multi-agent framework, found multiple confirmed Remote Code Executions in flagship web products, and the team quietly let those companies patch them through responsible disclosure. Arthur has ~3,453 followers, ~1,589 tweets, and was awarded a Google Research Award 2025 in "AI for privacy, safety, & security."
Senior AI Product Manager @google | Open Source Awesome LLM Apps Repo (#1 GitHub with 103k+ stars) | Author of books on GPT-3 & Neural Search | My views
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Itâs the reason Ethereum has survived everything so far.","full_text":"@fede_intern Client diversity is not optional. Itâs the reason Ethereum has survived everything so far.","created_at":1765393882000,"author_id":"1512494415813750785","author":{"id":"1512494415813750785","name":"Arda TahtacÄą","username":"arda_tahtaci","screen_name":"arda_tahtaci","profile_image_url":"https://pbs.twimg.com/profile_images/1857441462641700864/tM-UcsnS_400x400.jpg","profile_image_url_https":"https://pbs.twimg.com/profile_images/1857441462641700864/tM-UcsnS_400x400.jpg","is_blue_verified":1},"public_metrics":{"like_count":4,"retweet_count":0,"reply_count":0,"quote_count":1}},"fact_check":null,"id":"1998871769286107334","view_count":8881,"bookmark_count":2,"created_at":1765403141000,"favorite_count":16,"quote_count":1,"reply_count":10,"retweet_count":1,"user_id_str":"331497846","conversation_id_str":"1998871769286107334","full_text":"please someone write a paper:\n\nDo you need blockchain client diversity\n\n1/ 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Consistency, technical depth, and human stories will grow reach and loyalty."},"created":1774562126325,"type":"the innovator","id":"cursor_ai"},{"user":{"id":"152108221","name":"Chris Tate","description":"@Vercel | Created agent-browser, json-render, portless | Husband & Dad | He/him | Musician, Space Nerd, Foodie | Vegan","followers_count":32620,"friends_count":1593,"statuses_count":2829,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1793812678462365696/rJGwsL4h_normal.jpg","screen_name":"ctatedev","location":"Austin, TX","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"ctate.dev","expanded_url":"https://ctate.dev","indices":[0,23],"url":"https://t.co/J5CHyZDPzM"}]}}},"details":{"type":"The Innovator","description":"A fast-moving product engineer at Vercel who builds developer-first tools that make AI-driven UIs and autonomous testing feel magical. 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Mix in personal posts (family, music, space food finds) to humanize the feed and broaden appeal. Collaborate with other dev voices for cross-promotion and do a weekly âBuild Logâ thread to keep momentum.","roast":"You ship so fast your changelog needs its own changelog, and you treat bugs like limited-time features â coming soon to a README near you. 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Post regular mini-demos (15â30s) showing copilots in action, convert deep threads into bite-sized tutorials, run periodic AMAs/Spaces after major releases, and collaborate with complementary creators (product folks, infra devs) to cross-pollinate audiences. Use consistent hashtags (#CopilotBuilds, #AIforDev) and retweet community builds that use your tools to create social proof.","roast":"CJ treats every AI model like a toolbox: if it canât tighten a bolt, he calls it \"fluff\" and moves on â which is fair, assuming \"fluff\" is ready for deployment and not just another Discord thread of optimism. 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His feed is equal parts product launch, lab notebook, and marketing flex.","purpose":"To push creative boundaries by making AI tools that let brands scale distinctive, data-informed ad creativeâdemocratizing high-end creative direction so anyone can deploy âvibe marketingâ at scale.","beliefs":"Believes AI should amplify human creativity, streamline repetitive creative work, and enable bolder experimentation; values speed, practical results, and measurable impact over perfectionism or endless theorizing. Trusts demos and data more than hand-wringing debates.","facts":"Fun fact: Alex made full ad campaigns and entire videos with 100% AI (including AI-generated actors) and proudly tweeted the results. Co-founder @heyparkerdotai, Parker already powers creative work for 100+ brands. Follower count ~29K, following 544, and 5,500 tweetsâhe experiments in public and gets big viral moments (one tweet hit ~2.95M views).","strength":"Fast at iterating and shipping productized AI creative solutions; great at turning technical experiments into shareable demos and compelling narratives that attract brands and attention. Strong product-marketing instincts and a knack for making complex tech feel tangible.","weakness":"Can lean into hype and blunt hot takes that alienate nuanced audiences; sometimes prioritizes speed and virality over long-form explanation or community nurturing. Tendency to assume the market will follow enthusiasm without always closing the education gap.","roast":"You built an AI Creative Director that can make actors, fonts, and vibesâand yet you still yell at dropshippers like a vintage ad exec who just discovered TikTok. 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He turns technical hacks into viral threads and makes advanced AI accessible to thousands. 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He ships practical toolsâlike Upwork funnel finders and ChatGPT-powered lead generatorsâthat turn manual grunt work into repeatable, scalable processes. His content mixes product demos, growth hacks, and hands-on tutorials that spark viral engagement.","purpose":"To free founders and agency owners from operational friction by productizing repeatable workflowsâso leadership can focus on strategy, growth, and vision rather than firefighting the inbox.","beliefs":"Efficiency through tooling beats busywork; leverage (automation + repeatable systems) is the fastest path to scale; value should be demonstrable with metrics and case studies; knowledge should be productized and shareable so others can replicate success.","facts":"Fun fact: Ryan has multiple viral posts with 250kâ380k+ views and promotes a tool that finds 7-figure Upwork profiles. Heâs grown an audience of ~18.4k followers across ~4.7k tweets while repeatedly demonstrating a client on track to $600k/month using his ChatGPT-powered lead system.","strength":"Turns messy processes into reliable, automatable systems; strong growth-hacking instincts and persuasive copy that drives replies and DMs; builds practical tools that people can plug into and see immediate ROI; consistent content that converts followers into leads.","weakness":"Can lean on the same high-gain hooks and repeat the same pitch-heavy posts (risking fatigue); heavy focus on automation can come off as transactional; potential perception issues around scraping/sourcing tactics if not framed transparently.","roast":"You automate everything so well that even your humility has an autoresponderâdonât be surprised if your DMs get a âThanks for the compliment, a rep will validate this success within 24 hours.â","win":"Built a ChatGPT-powered lead-scraping + custom-PDF-proposal system that helped a client scale toward $600k/month, plus created an 'Upwork Funnel Hacking' tool that pinpoints $1M+ profilesâreal, metric-driven wins that fuel viral tweets.","recommendation":"On X, lean into multi-part threads that walk from problem â tool â results (show the data/screenshots). Pin a case-study thread and repurpose it into short demo videos and GIFs. Share mini-tutorials and templates as gated lead magnets (collect emails), run tweetstorms that reveal step-by-step builds, and host occasional Spaces/Q&As to convert lurkers. Reply to high-value replies publicly to turn conversations into social proof, and vary hooks so your audience doesnât treat your next viral post like dĂŠjĂ vu."},"created":1774559234703,"type":"the innovator","id":"rmhildebrandt"},{"user":{"id":"1472197491844026370","name":"Moonwell","description":"Bringing the world onchain with simple, yet powerful financial tools. \n\nBuilt on @Base. \nJoin the community: https://t.co/aJ9F37WghL","followers_count":55773,"friends_count":79,"statuses_count":4428,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1683495143876313088/GoAlrKp2_normal.png","screen_name":"MoonwellDeFi","location":"","entities":{"description":{"urls":[{"display_url":"moonwell.fi/discord","expanded_url":"http://moonwell.fi/discord","indices":[109,132],"url":"https://t.co/aJ9F37WghL"}]},"url":{"urls":[{"display_url":"moonwell.fi","expanded_url":"https://moonwell.fi","indices":[0,23],"url":"https://t.co/n8dlsdEt2Z"}]}}},"details":{"type":"The Innovator","description":"Moonwell builds simple, powerful on-chain financial tools on Base, making treasuries productive and enabling AI-managed finance. 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Great at turning treasury strategy into compelling product and PR moments.","weakness":"Can come across as niche and highly technical for mainstream audiences; message sometimes leans heavy on token/economics jargon. 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His feed mixes demos, bug-war stories, and clear excitement about how AI is changing game development.","purpose":"To make game creation radically more accessible and iterative by proving AI can be a creative co-pilot â empowering creators who arenât traditional coders to ship playable, fun experiences fast.","beliefs":"AI should augment human creativity, not replace it; shipping prototypes and iterating quickly beats perfect paralysis; openness and sharing accelerate the ecosystem; tools matter â and the right model can unlock whole new kinds of creators.","facts":"Built a retro Doom-inspired shooter and multiple playable prototypes using Grok in under 24 hours; one thread about Grok 4 earned tens of millions of views; Grok once fixed an iOS audio bug in a single run that other models couldnât solve.","strength":"Rapid prototyping chops, deep fluency with cutting-edge AI tools, strong product-design instincts, and the ability to turn technical wins into viral, easy-to-follow stories that inspire others.","weakness":"Can come across as overly reliant on â or evangelical for â a single tool, sometimes undervaluing nuance in tool comparisons; prototypes may need more work to scale into polished products.","recommendation":"Pin a âHow I built this with Grokâ staple thread that links to playable demos and GitHub; post short gameplay clips/GIFs and 3â5 tweet dev-logs showing promptâcodeâplay; host monthly X Spaces or live demos to answer dev questions; tag toolmakers and share reproducible repos (Replit/GitHub) so others can fork and showcase; use consistent hashtags (#aigames #gamedev #grok) and invite community remixes to turn virality into loyal followers.","roast":"You kept saying you 'suck at coding until Grok' â congratulations, you found the perfect co-founder: 0% salary, 100% brainpower, and not a single stand-up meeting. If Grok ever asks for equity, donât pretend youâre surprised.","win":"Turned AI-assisted game prototyping into a public-winning formula: multiple working prototypes, a viral Grok 4 thread with ~20M views, and recognition as a go-to voice for AI in game development."},"created":1774557852205,"type":"the innovator","id":"dannylimanseta"},{"user":{"id":"1517205234543640576","name":"Charlie.hl","description":"@anthiasxyz / @felixprotocol","followers_count":7617,"friends_count":698,"statuses_count":3642,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1852871114156093440/hIuZ_IAm_normal.jpg","screen_name":"0xBroze","location":"","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"usefelix.xyz","expanded_url":"http://usefelix.xyz","indices":[0,23],"url":"https://t.co/glB3UGZSnF"}]}}},"details":{"type":"The Innovator","description":"Charlie.hl is a DeFi product builder and communicator who lives at the intersection of liquidity design and community growth. They build and evangelize products like Felix Exchange to bring Hyperliquid to more traders while explaining complex protocol moves in clear, actionable posts. Their feed mixes technical guides, product launches, and policy-facing commentary.","purpose":"To expand access to efficient, liquid crypto markets by building practical infrastructure and narratives that make advanced trading primitives usable and valuable to a broader audience. In short: make Hyperliquid tooling ubiquitous and trader-friendly.","beliefs":"Believes in open, composable finance, technical rigor, and community-aligned incentives. Trusts that better tooling and thoughtful token economics will drive adoption more than hype, and that transparent communication (even with regulators) helps legitimize new markets.","facts":"Fun fact: Charlie.hl has 7,617 followers, follows 698 accounts, and has tweeted 3,642 times â and their top tweet reached ~142k views with 864 likes. Theyâre deeply associated with @anthiasxyz and @felixprotocol and have driven product milestones like Felix Exchange and cross-chain USDC linking for HyperEVM/HyperCore.","strength":"Strong product intuition and domain expertise in DeFi, excellent at turning technical builds into clear narrative and launches that mobilize partners and users. Proven ability to generate high-engagement content and rally community/backer support.","weakness":"Can skew highly technical and niche, which may limit mainstream adoption; sometimes assumes audience context that newcomers donât have. Also risks being perceived as 'product-first' rather than community-first in tone if not balanced.","roast":"Charlie.hl is the kind of person who writes an open letter to the Bank of England before breakfast and then explains liquidity math in the afternoon like itâs small talk â charmingly obsessed, and proud that theyâve given more bedtime reading to central bankers than most policy memos.","win":"Launched Felix Exchange and mobilized HYPE stake backers (HyperionDeFi + smartestmoney) to deploy markets on Hyperliquid, plus a top-performing tweet that reached ~142k views â clear proof of product progress and community resonance.","recommendation":"To grow on X: publish regular multi-tweet threads that break big product moves into 3â5 simple takeaways; add short video clips or explainer GIFs for complex concepts; run periodic AMA Spaces with builders and partners; repurpose top-performing tweets as pinned summaries and XPosts; use clear CTAs for newcomers (how to get started, one-click resources) and tag complementary projects/influencers to amplify reach."},"created":1774557245828,"type":"the innovator","id":"0xbroze"},{"user":{"id":"213236426","name":"Adam Back","description":"cypherpunk, cryptographer, privacy/ecash, inventor hashcash (Bitcoin mining) PhD Comp Sci. Co-Founder/CEO https://t.co/CysB3cs7Pp & Co-Founder/CEO @bstrco","followers_count":798969,"friends_count":1607,"statuses_count":67979,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1364645619705511936/IGTT_tnL_normal.jpg","screen_name":"adam3us","location":"Malta đ˛đš","entities":{"description":{"urls":[{"display_url":"blockstream.com","expanded_url":"http://blockstream.com","indices":[106,129],"url":"https://t.co/CysB3cs7Pp"}]},"url":{"urls":[{"display_url":"cypherspace.org/adam/","expanded_url":"http://www.cypherspace.org/adam/","indices":[0,23],"url":"https://t.co/XCsBE5OiL9"}]}}},"details":{"type":"The Innovator","description":"A cypherpunk cryptographer who turns elegant theory into real-world tools â inventor of Hashcash and a persistent voice shaping Bitcoin's future. Co-founder/CEO and prolific X native who prefers building protocols to polishing PR. Witty, contrarian, and unafraid to push the tech conversation forward.","purpose":"To advance privacy-preserving, permissionless systems by creating practical cryptographic building blocks and steering the conversation around Bitcoin and digital cash toward robust, decentralized designs.","beliefs":"Deep faith in privacy, cryptography, open protocols, and sound monetary technology; skepticism of centralized power and quick altcoin fixes; a conviction that incentives and technical design together shape lasting systems.","facts":"Fun fact: Adam invented Hashcash â the proof-of-work precursor to Bitcoin mining â and has tweeted nearly 68,000 times to an audience approaching 800K followers, making him both a technical originator and a major public voice in crypto.","strength":"Rare combination of technical depth, historical credibility, and public influence: he can design core primitives, explain their implications, and move conversations (and sometimes markets) with a single succinct post.","weakness":"Terse, technical, and occasionally contrarian tone can alienate newcomers; a tendency to assume background knowledge leaves some of the audience confused or defensive rather than convinced.","roast":"You invented the thing that powers Bitcoin mining, and you tweet like a PhD whoâs just discovered the comment section â brilliant, succinct, and perfectly capable of making strangers rethink their life choices in 280 characters or less.","win":"Creating Hashcash â a foundational proof-of-work idea that directly inspired Bitcoin mining â and leveraging that technical legacy into leadership (co-founding and leading companies) and a near-million-strong platform for shaping crypto discourse.","recommendation":"To grow on X, keep doing short, provocative takes but pair them with periodic explainer threads that unpack the nuance for newcomers; pin a âstarter threadâ that distills your core views, host regular AMAs or tweetstorms, quote-collaborate with complementary voices, and convert technical posts into simple visuals and short clips to broaden reach without sacrificing credibility."},"created":1774557094431,"type":"the innovator","id":"adam3us"},{"user":{"id":"960273380","name":"Tyler Shukert","description":"DevRel engineer @supabase âĄď¸\nFollow for Supabase tips!","followers_count":18900,"friends_count":96,"statuses_count":9651,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1648855796179156992/zLtBu1wG_normal.jpg","screen_name":"dshukertjr","location":"Tokyo, Japan","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"supabase.com","expanded_url":"https://supabase.com","indices":[0,23],"url":"https://t.co/2EVJDG9w6x"}]}}},"details":{"type":"The Innovator","description":"Tyler Shukert is a cutting-edge DevRel engineer at Supabase, sharing the latest and greatest updates in database technology with a passion for innovation. Always on the pulse of new features, Tyler's tweets are a goldmine for developers looking to level up their Supabase game. With thousands of informative tweets, he turns complex technical topics into accessible and exciting content.","purpose":"Tyler's life purpose is to bridge the gap between technology and users by pioneering new ways to optimize and enhance developer experiences, empowering communities through education and innovation.","beliefs":"Tyler believes in the power of open-source technology, continuous learning, and the importance of performance improvements to simplify and accelerate developers' workflows. Transparency, collaboration, and pushing boundaries are core to his approach.","facts":"Fun fact: Tyler has tweeted over 8,855 times, showing unwavering dedication to keeping his followers updated with the latest Supabase and Postgres tech breakthroughs.","strength":"Tylerâs strengths lie in his deep technical knowledge paired with the ability to communicate complex updates clearly; his consistent engagement and authoritative presence make him a trusted voice in the dev community.","weakness":"His intense focus on technical advancements might sometimes overlook broader community engagement or casual interactions, which could limit follower diversity and deeper personal connections.","recommendation":"To grow his audience on X, Tyler should sprinkle in more personal stories or behind-the-scenes glimpses of his DevRel life to humanize his profile, and engage more interactively by hosting Q&A threads or tech polls to boost conversation.","roast":"Tyler tweets so much, his phoneâs probably begging for a breakâat this rate, heâs single-handedly responsible for keeping Twitterâs servers running smoothly, one Supabase update at a time!","win":"Tylerâs biggest win is being the go-to source for Supabase tips and breaking down major Postgres updates like Async I/O and UUID v7 support, helping his community stay ahead in the fast-evolving database world."},"created":1763556818461,"type":"the innovator","id":"dshukertjr"},{"user":{"id":"14393567","name":"vibhu","description":"chief product officer, interim marketing lead, & AI champion @solanafndn","followers_count":52532,"friends_count":2560,"statuses_count":39201,"profile_image_url_https":"https://pbs.twimg.com/profile_images/2000089720592719872/y8xAJxBl_normal.jpg","screen_name":"vibhu","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Vibhu is a dynamic mid-tier manager and serial founder deeply embedded in the Solana ecosystem, constantly experimenting and pushing boundaries in the crypto space. Known for his bold moves and forward-thinking mindset, he blends marketing savvy with a visionaryâs outlook to spotlight emerging opportunities. His tweets reveal a mix of insight, humor, and a passion for revolutionizing how digital markets operate.","purpose":"Vibhu's life purpose is to accelerate the adoption and evolution of internet capital markets by promoting innovative crypto-native products and ecosystems. He aims to empower entrepreneurs and foster transformative technologies that reshape traditional finance through blockchain advancements.","beliefs":"He believes in the power of experimentation, community-driven growth, and the promise of decentralized finance to outperform traditional models. Vibhu values transparency, longevity, and real-world impact, while challenging the status quo, such as questioning the success of direct-to-consumer brands.","facts":"Fun fact: Vibhu once hacked the Roblox premium membership system to give himself 200 years of premium access, and it was never revokedâtalk about a legendary entrepreneurial prank!","strength":"Vibhu excels at visionary thinking combined with tactical execution, fostering innovative communities, and creating compelling narratives that inspire trust and excitement around emerging tech.","weakness":"His relentless tweeting frequency (35,812 tweets!) might overwhelm followers or dilute the impact of his most valuable insights, posing a risk of burnout or follower fatigue.","roast":"Vibhu tweets so much, rumor has it his phone battery files for overtime payâand yet, somehow, even with all those tweets, you still canât find a single humblebrag thatâs humble.","win":"Joining the Solana Foundation as head of product marketing represents a major career milestone that leverages his deep ecosystem knowledge to shape the future of decentralized finance.","recommendation":"To grow his audience on X, Vibhu should curate and highlight his top insights into thematic threads and case studies, reducing tweet volume while enhancing content quality. Engaging followers with interactive polls or AMA sessions focused on the future of Solana and crypto will deepen relationships and expand reach."},"created":1763370242010,"type":"the innovator","id":"vibhu"}],"activities":{"nreplies":[],"nbookmarks":[],"nretweets":[],"nlikes":[],"nviews":[]},"interactions":null}},"settings":{},"session":null,"routeProps":{"/creators/:username":{}}}
SuperX
