Kyle Corbitt is a tech trailblazer passionately advancing AI technology through open-source projects and cutting-edge research. With a rich background at Google and Y Combinator, Kyle thrives on pushing boundaries and sharing knowledge generously. Always curious and hands-on, Kyle turns complex tech into accessible breakthroughs.
Kyle’s so deep in AI clusters and infiniband links, he probably dreams in GPU cores—just don’t ask him to simplify it unless you want a full-stack explanation that crashes your brain like a rogue infinite loop.
Successfully launched agent.exe, a multi-platform app harnessing Claude 3.5 Sonnet’s API to control computers via AI agents, showcasing his knack for blending cutting-edge research with practical real-world applications.
To revolutionize AI development by pioneering innovative tools and frameworks that empower both developers and users, fostering open collaboration and advancing the field of artificial intelligence.
Kyle believes that knowledge should be shared freely and that the power of AI is best realized through open collaboration and community-driven innovation. He values transparency, practical experimentation, and continuous learning as key drivers of technological progress.
Kyle’s strengths lie in his deep technical expertise, ability to innovate within complex AI landscapes, and his commitment to open-source accessibility. His hands-on approach and effective communication make cutting-edge AI approachable for a wider audience.
His laser focus on technical innovation sometimes risks alienating non-expert audiences, and his critical eye can come off as overly blunt or bearish, potentially limiting broader community engagement.
To grow his audience on X, Kyle should blend his deep technical insights with more storytelling and approachable explanations, showcasing real-world impact and user stories. Engaging in regular Q&A sessions and sharing behind-the-scenes development journeys can humanize his brand while maintaining authority.
Fun fact: Kyle isn’t just building AI models—he’s fine-tuning and testing them on his own fine-tuning test suite to ensure they outperform giants like GPT-4o mini, proving that smaller, open models can punch above their weight.
"RL from a single example works"
"RL with random rewards works"
"Base model pass@256 can match RL model pass@1"
"RL updates a small % of params"
Recent papers all point in the same direction: RL is mostly just eliciting latent behavior already learned in pretraining, not teaching new behavior. Yann Lecun's "RL is the cherry on top" was right after all.
Is this bearish for RL? Perhaps not! Maybe we should think about RL as the last mile of on-the-job training for your specific task.
When you hire a customer support rep, you start with someone who's already smart and capable. But you *also* watch them take a few calls and give them feedback. That helps them align them to the nuances of your org and task, and can improves their performance dramatically.
RL is exactly this, but for LLMs. I expect it to become standard practice across orgs serious about deploying reliable agents.
I am working with @mattshumer_ to get to the bottom of what happened with Reflection. He is providing access to all serving code and weights with the goal of replicating the strong reasoning performance @ArtificialAnlys was able to see over the weekend.
I will report back.
"RL from a single example works"
"RL with random rewards works"
"Base model pass@256 can match RL model pass@1"
"RL updates a small % of params"
Recent papers all point in the same direction: RL is mostly just eliciting latent behavior already learned in pretraining, not teaching new behavior. Yann Lecun's "RL is the cherry on top" was right after all.
Is this bearish for RL? Perhaps not! Maybe we should think about RL as the last mile of on-the-job training for your specific task.
When you hire a customer support rep, you start with someone who's already smart and capable. But you *also* watch them take a few calls and give them feedback. That helps them align them to the nuances of your org and task, and can improves their performance dramatically.
RL is exactly this, but for LLMs. I expect it to become standard practice across orgs serious about deploying reliable agents.
Co-Founder @andthenchat (a16z SR005), Emmy-Winning Showrunner, co-creator @aiforhumansshow
made a career of hurtling emergent media into established spaces
Applied ML Specialist | Turning research into real-world products. Follow for insights, demos & deep dives into the latest in AI. New: videosearch.animikh.me
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There's no credible plan to fix this. This is why they aren't raising rate limits. Very bearish.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,229],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1873864746023477482","view_count":262738,"bookmark_count":2378,"created_at":1735599144000,"favorite_count":1391,"quote_count":10,"reply_count":30,"retweet_count":154,"user_id_str":"823506858","conversation_id_str":"1873864746023477482","full_text":"A few weeks ago, OpenAI announced Reinforcement Fine-Tuning (RFT)—a new way to adapt LLMs to complex tasks with very little training data. Here’s a quick rundown of how it works, why it’s a big deal, and when you should use it. 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He is providing access to all serving code and weights with the goal of replicating the strong reasoning performance @ArtificialAnlys was able to see over the weekend.\n\nI will report back.","in_reply_to_user_id_str":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":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1824567261065253306","view_count":109946,"bookmark_count":224,"created_at":1723845708000,"favorite_count":641,"quote_count":12,"reply_count":44,"retweet_count":35,"user_id_str":"823506858","conversation_id_str":"1824567261065253306","full_text":"So we’ve got ~6 labs with models at the GPT-4 level, and nobody has meaningfully surpassed it. OpenAI had to scrap/restart their GPT-5 training project bc this barrier has been harder to break than expected.\n\nFor the next leap a lot of labs seem to be betting on something new. Lotta smart folks pivoting to reinforcement learning (the real thing, not the “RLHF” weak-sauce version). You gotta let your model make contact with the real world, test its ideas, get bruised. The hard part here is making a good general-purpose reward model that isn’t insanely sparse, but maybe not impossible?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,98],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1920247369448436199","view_count":136507,"bookmark_count":696,"created_at":1746657624000,"favorite_count":816,"quote_count":10,"reply_count":44,"retweet_count":20,"user_id_str":"823506858","conversation_id_str":"1920247369448436199","full_text":"Agentic RAG works better than semantic search RAG and it's not even close. Will post results soon.","in_reply_to_user_id_str":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":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1927428584257261994","view_count":101968,"bookmark_count":602,"created_at":1748369759000,"favorite_count":968,"quote_count":12,"reply_count":44,"retweet_count":87,"user_id_str":"823506858","conversation_id_str":"1927428584257261994","full_text":"\"RL from a single example works\"\n\"RL with random rewards works\"\n\"Base model pass@256 can match RL model pass@1\"\n\"RL updates a small % of params\"\n\nRecent papers all point in the same direction: RL is mostly just eliciting latent behavior already learned in pretraining, not teaching new behavior. Yann Lecun's \"RL is the cherry on top\" was right after all.\n\nIs this bearish for RL? 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They value precision, efficiency, and practical solutions that solve real-world coding challenges.","facts":"Fun fact: Capaj tweets an astonishing 35,893 times, demonstrating relentless passion and dedication to sharing knowledge and engaging with the tech community.","strength":"Exceptional technical expertise combined with active community involvement and a strong commitment to improving software tools, making them an indispensable contributor and thought leader in their niche.","weakness":"Sometimes, their high tweet frequency and deep technical jargon might overwhelm casual followers who are not as tech-savvy, potentially limiting broader audience appeal.","recommendation":"To grow their audience on X, Capaj could balance their deep technical content with accessible explainer threads and more interactive Q&A sessions that invite wider community participation, helping to bridge the gap between expert and newcomer.","roast":"Capaj tweets so much you’d think their keyboard has a pulse, but hey, who needs sleep when you can single-handedly keep Twitter’s servers busy with stack traces and docker tips?","win":"Successfully contributed to knex.js by enhancing error stack traces, enabling developers to pinpoint error locations precisely—a game-changer for debugging efficiency."},"created":1763170307697,"type":"the innovator","id":"capajj"},{"user":{"id":"2358540265","name":"Mgoes (bio/acc 🤖💉)","description":"Seeding superhumans @bio_hacker_dao | Deep-tech Investor https://t.co/fCubX86kZn | Podcast host 👇","followers_count":12629,"friends_count":2978,"statuses_count":15253,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1919598657047035904/BYOefMqX_normal.jpg","screen_name":"m_goes_distance","location":"Bi-weekly pod →","entities":{"description":{"urls":[{"display_url":"superhuman.fund","expanded_url":"http://superhuman.fund","url":"https://t.co/fCubX86kZn","indices":[57,80]}]},"url":{"urls":[{"display_url":"accbio.xyz/m","expanded_url":"http://www.accbio.xyz/m","url":"https://t.co/grxCq24HHv","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Mgoes is a pioneering biohacker and deep-tech investor who thrives at the intersection of biotech, AI, and blockchain. With a passion for accelerating biology and fostering superhuman potential, they actively seed and support cutting-edge innovations. Their relentless curiosity and prolific tweeting make them a beacon for anyone interested in biotech, longevity, and futuristic tech.","purpose":"To push the boundaries of human potential by advancing biotech and deep-tech innovations, enabling people to live longer, healthier lives through groundbreaking scientific discovery and community-driven progress.","beliefs":"They believe in the transformative power of biology combined with technology, the necessity of open collaboration in decentralized science (DeSci), and that accelerating biology is key to surviving and thriving in the future. They value transparency, innovation, and the power of data-driven decision-making.","facts":"Fun fact: Mgoes built a customized ChatGPT capable of fetching blockchain data to analyze trading patterns without relying on traditional explorers like Etherscan. That's biohacking meets blockchain meets AI—a truly futuristic fusion!","strength":"Their biggest strength lies in their ability to connect complex domains—biotech, AI, blockchain—into actionable insights, while fostering a passionate community around cutting-edge science. They’re prolific, deeply knowledgeable, and genuinely engaged with their audience.","weakness":"Tending to tweet a lot (over 15k tweets!) can overwhelm followers and dilute the impact of their most important messages. Their intense focus on niche topics may also limit mainstream appeal beyond biotech and tech-savvy circles.","recommendation":"To grow their audience on X, Mgoes should leverage Twitter Spaces more frequently to host interactive discussions and interviews around biotech breakthroughs. Curating digestible thread summaries can help reach beyond core followers, and collaborating with influencers in longevity and DeSci communities will amplify reach.","roast":"Mgoes’ tweeting volume could make even a data center question its bandwidth limits—if longevity research doesn’t extend life, their timeline alone might. Luckily, if anyone can hack aging, it's probably them, but their followers need a stamina supplement just to keep up with their feed!","win":"Successfully building a ChatGPT-based tool that fetches blockchain data showcases their cutting-edge technical prowess and thought leadership, carving out a unique niche at the crossroads of AI, biotech, and decentralized finance."},"created":1763170252125,"type":"the innovator","id":"m_goes_distance"},{"user":{"id":"32857929","name":"Puneet (Puneet.eth)","description":"Currently { Crypto and Web3 } Curious. Ex AntlerVC, Wingify. 100% Techie. 1X FOUNDER (Unicom Techlabs acquired by @knowlarity).","followers_count":1687,"friends_count":6522,"statuses_count":10844,"profile_image_url_https":"https://pbs.twimg.com/profile_images/939756333330341888/-I9Mopre_normal.jpg","screen_name":"pkaura","location":"New Delhi, India","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Puneet.eth is a tech-savvy crypto and Web3 enthusiast with a strong entrepreneurial background and deep curiosity for emerging technologies. As a former VC and startup founder, he blends hands-on experience with a forward-thinking approach. His tweets reflect a supportive, curious, and community-oriented mindset within the Web3 ecosystem.","purpose":"To bridge the gap between traditional tech and the decentralized future by fostering innovation, sharing knowledge, and supporting pioneering projects in the crypto and Web3 space.","beliefs":"Puneet believes in the transformative power of technology to create equitable systems and values collaboration, community growth, and continuous learning. He champions projects that empower users through decentralization and yield sharing.","facts":"Fun fact: Puneet was a founder of Unicom Techlabs, which was successfully acquired by Knowlarity, proving he not only talks innovation but also builds impact-driven tech companies.","strength":"His real-world entrepreneurial experience combined with a genuine passion for Web3 enables him to provide valuable insights, spot promising projects early, and support his community authentically.","weakness":"With over 6,500 accounts followed and a very high tweet volume (over 10k tweets), Puneet risks diluting his personal brand and losing engagement by casting too wide a net or overwhelming his audience with content.","roast":"Puneet's follow list is so long, it looks like he’s trying to single-handedly keep Twitter’s algorithm busy — maybe he’s just ensuring no good project slips through the cracks, or maybe he just likes scrolling more than tweeting half the time.","win":"Successfully exited his first startup, Unicom Techlabs, through acquisition by Knowlarity, marking a significant milestone that solidified his credibility in the tech and startup ecosystem.","recommendation":"To grow his audience on X, Puneet should leverage his unique story by sharing more personal lessons from his startup journey and deeper analyses of Web3 trends. Strategic use of threads, engaging replies, and selective following can also help boost meaningful connections and visibility."},"created":1763169922228,"type":"the innovator","id":"pkaura"},{"user":{"id":"1967732241444093952","name":"usman","description":"nyc | swe | talk to me about ai/ml infra | opinions my own | 🇵🇰🇺🇸","followers_count":13,"friends_count":58,"statuses_count":59,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1987247411610243072/dH3Yheuz_normal.jpg","screen_name":"khandotdev","location":"nyc","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"usmankhan.dev","expanded_url":"https://usmankhan.dev","url":"https://t.co/f2BF9UDZMk","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Usman is an AI/ML infrastructure enthusiast based in NYC, always engaged in cutting-edge tech conversations with a sprinkle of personal insights. He blends cultural pride and curiosity while exploring how technology can solve real-world problems. His tweets reveal a thoughtful seeker eager to collaborate and innovate.","purpose":"To pioneer advancements in AI/ML infrastructure that streamline and innovate how data and context flow across models, making technology more intuitive and interconnected for everyone.","beliefs":"Usman values technological progress combined with practicality, believing in the power of innovation to bridge knowledge gaps and enhance collaboration. He upholds authenticity in expressing his own opinions and embraces a mindset that challenges the status quo in AI development.","facts":"Fun fact: Usman leverages his bi-national background (🇵🇰🇺🇸) to bring a unique perspective to conversations about AI/ML, blending a global outlook with local insights from NYC's tech scene.","strength":"He is highly curious and proactive in identifying real challenges within AI/ML infrastructure, with a natural inclination to engage and share new ideas despite a modest tweet count.","weakness":"Limited engagement and follower count suggest he could benefit from more consistent interaction and broader networking to amplify his voice and expand influence.","recommendation":"Usman should double down on sharing insightful content about AI/ML problems and solutions, using threads to unpack complex topics while actively engaging in conversations around trending AI advancements. Collaborating with other innovators and joining relevant X communities will boost his reach.","roast":"For someone so keen on AI infrastructure, Usman’s Twitter game is ironically still in beta—seems like he’s waiting for a firmware update before he hits ‘follow back’ or ‘like’ more often!","win":"Successfully created buzz around 'Charm,' an intuitive natural language subscription tool, showing his knack for spotting and promoting innovative AI applications."},"created":1763169360001,"type":"the innovator","id":"khandotdev"},{"user":{"id":"5848412","name":"Gavin Purcell","description":"Co-Founder @andthenchat (a16z SR005), Emmy-Winning Showrunner, co-creator @aiforhumansshow\n\nmade a career of hurtling emergent media into established spaces","followers_count":24826,"friends_count":4646,"statuses_count":44919,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1579115477145567233/U1bA1De6_normal.jpg","screen_name":"gavinpurcell","location":"Los Angeles, CA","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"aiforhumans.show","expanded_url":"http://aiforhumans.show","url":"https://t.co/yU8S58Yhon","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Gavin Purcell is a trailblazer at the intersection of emergent media and established entertainment, known for his Emmy-winning creativity and tech-savvy approach. As Co-Founder of AndThenChat and co-creator of AI For Humans, he thrives on pushing boundaries and remixing media formats. His Twitter activity reflects a passion for pioneering new experiences and blending technology with storytelling.","purpose":"Gavin’s life purpose is to revolutionize how people engage with media by integrating cutting-edge tech into storytelling, creating immersive and interactive experiences that reshape entertainment landscapes.","beliefs":"He believes in the power of innovation and human-first AI to enhance creative expression and connectivity, while valuing openness to new experiences—like living abroad—and embracing the challenges inherent in pioneering complex technologies.","facts":"Fun fact: Gavin has tweeted nearly 45,000 times, demonstrating relentless engagement and a commitment to sharing ideas and sparking conversations in the media-tech space.","strength":"His key strengths are visionary thinking and the ability to translate complex tech concepts into accessible, engaging content that resonates with both industry insiders and broader audiences.","weakness":"However, his high volume of tweets might overwhelm followers, diluting his impact and leading to engagement fatigue among his audience.","roast":"Gavin's prolific tweeting frequency suggests he might be trying to rewrite the internet's entire media playbook overnight—because who needs sleep when you can crank out 44,919 tweets and counting, right?","win":"Landing funding from a16z for AndThenChat and earning an Emmy as a showrunner stand out as milestones that anchor his cutting-edge work in both credibility and creative excellence.","recommendation":"To grow his audience on X, Gavin should leverage threaded storytelling and visual demos to showcase his projects’ innovative features, balancing his high tweet volume with curated content that highlights the biggest insights and sparks deeper discussion."},"created":1763169347828,"type":"the innovator","id":"gavinpurcell"},{"user":{"id":"1319397157913436163","name":"kalomaze","description":"ML researcher (@primeintellect), speculator • extremely silly jester","followers_count":20867,"friends_count":2324,"statuses_count":29338,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1987297263517929472/dOqm-T3h_normal.jpg","screen_name":"kalomaze","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Kalomaze is a brilliant ML researcher and playful tech speculator who delights in pushing the boundaries of what's possible with a whimsical twist. Known for creating mind-blowing projects like a Transformer built entirely in Minecraft, they blend deep technical knowledge with a quirky sense of humor. Their relentless curiosity and hands-on experimentation make them a fascinating figure in the digital and AI community.","purpose":"Kalomaze’s life purpose is to explore and demonstrate the limits of technology in fun, unexpected ways, making complex concepts accessible and entertaining. By merging serious research with a silly, jester-like attitude, they aim to inspire innovation through play and provoke creative thinking in others.","beliefs":"They believe that technology and science, no matter how advanced or complex, should never be taken too seriously and that humor is a powerful tool for learning and engagement. They value curiosity, experimentation, and a fearless approach to challenging conventions.","facts":"Fun fact: Kalomaze built a fully functioning autoregressive Transformer model inside Minecraft using redstone—essentially turning video game mechanics into cutting-edge AI hardware simulation!","strength":"Their greatest strengths are deep technical expertise matched with an unusually creative and playful mindset, making complex innovations both approachable and share-worthy. They are prolific content creators with a keen eye for fascinating tech curiosities.","weakness":"Sometimes their silliness can overshadow their technical brilliance, potentially causing their serious achievements to be underestimated. Their high tweet volume might also scatter their most impactful insights, diluting audience focus.","roast":"Kalomaze is the kind of genius who builds quantum computers in Minecraft but somehow can’t resist wasting three hours retweeting the latest overly dramatic sci-fi conspiracy theory — because why conquer AI when you can conquer procrastination?","win":"Their viral tweet showcasing the ChatGPT built in Minecraft earned over 1.2 million views and tens of thousands of engagements, firmly establishing them as a viral innovator blending tech mastery with internet culture.","recommendation":"To grow their audience on X, Kalomaze should weave their unique blend of deep tech insight and humor into a consistent content series or thread format. Engaging followers with bite-sized ‘tech magic tricks’ or behind-the-scenes looks at their experiments could boost retention and encourage more retweets. Keeping their tone approachable while highlighting their mind-blowing projects will attract both tech enthusiasts and casual fans."},"created":1763169002508,"type":"the innovator","id":"kalomaze"},{"user":{"id":"847150138904719361","name":"Animikh Aich - ML Engineer | Builder","description":"Applied ML Specialist | Turning research into real-world products. Follow for insights, demos & deep dives into the latest in AI. New: https://t.co/SYxnjXMIXt","followers_count":358,"friends_count":435,"statuses_count":1568,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1967451536973336576/fuw-9n7e_normal.jpg","screen_name":"animikh_aich","location":"United States","entities":{"description":{"urls":[{"display_url":"videosearch.animikh.me","expanded_url":"http://videosearch.animikh.me","url":"https://t.co/SYxnjXMIXt","indices":[135,158]}]},"url":{"urls":[{"display_url":"animikh.me","expanded_url":"http://animikh.me","url":"https://t.co/5N0Iplkwtv","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Animikh Aich is a hands-on machine learning engineer who thrives on transforming cutting-edge AI research into practical, real-world applications. His feed is a dynamic mix of insightful demos, technical deep dives, and candid thoughts on balancing work and community engagement. Always pushing the boundaries with a playful touch, Animikh blends serious coding skills with a knack for making complex tech approachable.","purpose":"Animikh's life purpose revolves around leveraging advanced machine learning techniques to create accessible and impactful AI products, ultimately democratizing technology by making powerful tools available to everyone.","beliefs":"He strongly believes in self-belief as a catalyst for success, the power of open sharing of knowledge, and the importance of hands-on experimentation to continuously elevate technological innovation.","facts":"Fun fact: Despite working on complex AI models, Animikh openly admits to enjoying the illusion of productivity on social media while his AI builds his frontend—because who says machine learning can't have a sense of humor?","strength":"His strengths lie in his ability to bridge the gap between theoretical research and practical implementation, his technical versatility across computer vision and self-hosted solutions, and his engaging communication style that invites followers into the 'how' and 'why' behind his projects.","weakness":"He sometimes spreads himself thin, juggling a full-time job alongside content creation and community interaction, which risks burnout and may limit the frequency or depth of his social engagement.","roast":"Animikh, you’re like a wizard who’s convinced his magic wand is just a fancy stick—constantly building invisibly powerful AI tools, yet managing to convincingly ‘work’ by tweeting about your AI doing the actual work. If only your AI could automate your social media replies too!","win":"Successfully developed and shared a proof of concept for Semantic Image Search, with clear plans to expand into Semantic Video Search and open the API for public use, showing real-world impact beyond mere theory.","recommendation":"To grow your audience on X, focus on interactive content like live Q&A sessions or guided mini-tutorials showcasing your projects in action. Sharing behind-the-scenes challenges and successes will humanize your journey and invite more engagement, while regular polls or requests for community input can boost interaction and deepen connection."},"created":1763168450785,"type":"the innovator","id":"animikh_aich"},{"user":{"id":"46831965","name":"Stuart Leo","description":"Building intelligent memory for AI and humans to work together | Waymaker One | Beta launching soon","followers_count":6548,"friends_count":485,"statuses_count":4715,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1983445320844607488/AraqRg73_normal.jpg","screen_name":"stuartleo","location":"Australia","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"waymaker.io","expanded_url":"https://waymaker.io","url":"https://t.co/GhnU9mqQAn","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Stuart Leo is an ambitious trailblazer focused on bridging AI and human collaboration through intelligent memory. As the driving force behind Waymaker One, he's gearing up for a beta launch that promises to redefine performance intelligence. With a blend of tech savvy and real-world engagement, Stuart marries cutting-edge concepts with down-to-earth communication.","purpose":"Stuart’s life purpose is to pioneer new ways for humans and artificial intelligence to seamlessly interact, enhancing productivity and decision-making through inventive memory solutions. He aims to create collaborative ecosystems that empower leaders and teams to unlock their full potential.","beliefs":"He believes in the power of technology as a force for good when it enhances human capability rather than replacing it. Authentic connections, continuous innovation, and transparent leadership are core to his worldview.","facts":"Fun fact: Stuart’s tweets range from tech insights and industry events to quirky travel tips and TV show commentary, showing his multifaceted personality beyond pure innovation.","strength":"Stuart excels at thought leadership, combining technical expertise with engaging storytelling and real-life applications. His active communication and consistent content output demonstrate dedication to audience growth and community building.","weakness":"His follower count is currently undefined and his tweets average modest engagement, suggesting a need for broader reach and stronger audience interaction to amplify his innovative message.","recommendation":"To grow his audience on X, Stuart should leverage tweet threads explaining his project’s unique benefits, engage more actively in relevant tech and leadership conversations, and spotlight user testimonials from his beta launch. Using visual content and clear calls to action will also boost visibility and connection.","roast":"Stuart’s tweets are like smart brunch conversations: sometimes a little niche, occasionally quirky, and always hoping someone over 485 followers is paying attention. Maybe sprinkle some viral seasoning to turn those 40-50 view tweets into headline-worthy hits!","win":"Successfully creating and promoting Waymaker One, a groundbreaking platform that’s on the brink of beta launch, positioning Stuart as a visionary in AI-human collaboration."},"created":1763168389226,"type":"the innovator","id":"stuartleo"},{"user":{"id":"1727594641","name":"kaivan ⟠ ☯️ 🛸 Network School","description":"26 . @auramaxdotfun | exploring DeFi w @metromxyz | @techstars alum | @ns v2 | @jump_pit 🇸🇬 🏆 | Public Goods - volunteer @alwayscareindia | Ex. @buildoorxyz","followers_count":406,"friends_count":1074,"statuses_count":1851,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1950427451215269888/nchDbU50_normal.jpg","screen_name":"0xStonks","location":"Public goods ➡️","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"alwayscare.org","expanded_url":"http://alwayscare.org","url":"https://t.co/dmI659iUiY","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Kaivan is a tech-savvy explorer and builder, deeply embedded in the DeFi and crypto ecosystem, always experimenting with new platforms and viral ideas. With a sprinkle of humor and viral ambition, they navigate the intersection of technology and community building. Their diverse affiliations and projects highlight a passion for innovation and creating real-world impact.","purpose":"To pioneer new pathways in decentralized finance and social tech, inspiring adoption by blending technical insight with approachable, viral communication. Kaivan aims to build and promote platforms that empower communities and foster the growth of public goods.","beliefs":"Kaivan believes in the power of technology to democratize opportunity, the importance of community-driven public goods, and the value of authentic, transparent communication over hype or empty promises. They trust innovation should solve real problems and foster genuine engagement.","facts":"Kaivan once publicly celebrated making just $2 on a new app, signaling their experimental and down-to-earth approach to technology and growth hacks.","strength":"Strong technical knowledge combined with a savvy sense for viral trends and community engagement. They excel at identifying useful tools, simplifying complex concepts, and crafting strategies to onboard both crypto natives and newcomers alike.","weakness":"Occasionally their enthusiasm for multiple projects and platforms can lead to scattered focus or diluted messaging, which might confuse potential followers or limit sustained engagement on any single channel.","roast":"Kaivan's like a DeFi Swiss Army knife—always a tool for every task but somehow none of them quite sharp enough to slice through the noise consistently. At this rate, they’ll own a collection of viral ideas, but just barely enough followers to notice.","win":"Being a @techstars alum and actively volunteering for public goods showcases Kaivan’s commitment to meaningful impact beyond just tech trends—a rare and commendable balance.","recommendation":"Focus your X content around storytelling that ties your technical experiments to tangible benefits for users. Prioritize regular, relatable threads that demystify DeFi and crypto for newcomers, while sharing your unique insights. Engage more with followers by asking questions and inviting collaboration to build a loyal community."},"created":1763168245089,"type":"the innovator","id":"0xstonks"},{"user":{"id":"63530157","name":"Diller 🪂","description":"🪂 空投猎人｜Yap氛围制造机｜加密梦行者 \n携手前行，共建Web3新纪元 🚀\n#互粉 #YAPPER #CONNECT #WEB3 #KAITO\nAirdrop Seeker | Yap Soul Active | Dream Trader 📊\nFollow & explore the Web3 future","followers_count":440,"friends_count":264,"statuses_count":8115,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1988189770103865344/c3RTAlh4_normal.jpg","screen_name":"d1lr","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Diller 🪂 is a pioneering Web3 enthusiast and a relentless airdrop hunter who thrives on cutting-edge crypto technology and privacy-enhancing solutions. They blend deep technical knowledge with an infectious energy that fuels community building and pushes forward the frontier of decentralized finance. Always ahead of the curve, Diller envisions a future where secure, private, and scalable blockchain innovations transform everyday experiences.","purpose":"To champion and accelerate the adoption of privacy-first, scalable blockchain technologies that empower individuals with true ownership and control, all while cultivating a vibrant and engaged Web3 community.","beliefs":"Diller believes in the power of transparency through technology balanced with privacy as a fundamental human right. They hold that innovation must be inclusive and accessible, and that the future of finance and identity lies in trustless, secure, and decentralized systems that protect users from data leakage and single points of failure.","facts":"Fun fact: Diller actively promotes Fully Homomorphic Encryption (FHE), a cryptographic breakthrough enabling secure computations on encrypted data—a concept still cutting-edge and rarely embraced so enthusiastically in the crypto space!","strength":"Masterful at decoding complex crypto innovations and translating them into compelling narratives, Diller effortlessly combines technical depth with community engagement, inspiring others to explore and adopt revolutionary Web3 advancements.","weakness":"Their deep technical focus and extensive tweet volume might overwhelm casual followers, potentially limiting their audience to more niche enthusiasts rather than the broader crypto-curious crowd.","recommendation":"To grow on X, Diller should incorporate more bite-sized educational threads and approachable explainer content to demystify advanced concepts like FHE for wider audiences. Engaging in collaborative Twitter Spaces with diverse creators and participating in viral hashtag challenges in the crypto and tech spaces could also amplify reach.","roast":"For someone who dives so deep into encrypted code, Diller's social presence might need a little less ciphertext and a bit more plain text — because even the most secure smart contract won’t automatically unlock new followers if your tweets need a cryptographer to decode!","win":"Successfully building a reputation as a front-line advocate for Web3 privacy and security innovations, Diller has carved out a respected niche, influencing both developers and traders while spotlighting breakthrough projects like Zama FHE and Vultisig."},"created":1763167966836,"type":"the innovator","id":"d1lr"},{"user":{"id":"2365174836","name":"harshbajpai","description":"accelerating @aztecnetwork ⚡️ | views are my own | zcash is planetary scale, unstoppable, encrypted money!","followers_count":4810,"friends_count":1554,"statuses_count":10448,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1962979240447442944/2y7xKCM5_normal.jpg","screen_name":"bajpaiharsh244","location":"encrypted","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Harshbajpai is a trailblazing engineer deeply embedded in the world of blockchain and privacy tech, especially focused on zk and decentralized networks. With a passionate drive to push the boundaries of Web3, he combines research, engineering, and advocacy to build next-gen privacy-preserving solutions. His excitement and commitment shine through as he actively contributes to projects like Aztec Network and Fuel.","purpose":"To pioneer groundbreaking blockchain technologies that empower privacy at scale, enabling secure, decentralized financial systems that catalyze the mass adoption of encrypted money worldwide.","beliefs":"Harshbajpai believes that privacy is fundamental to future financial systems and that blockchain’s true potential can only be unleashed with robust privacy guarantees. He values innovation, transparency within the tech community, and the collaboration required to push complex cryptographic protocols into mainstream adoption.","facts":"Fun fact: Despite his young age (23!), Harshbajpai has been an active force in the crypto space for 5 years, contributing to some of the most complex privacy tech projects while building and sharing open-source implementations.","strength":"His technical expertise, interdisciplinary skillset, and contagious enthusiasm for zk and privacy solutions make him a magnetic leader in blockchain innovation. He’s also a prolific communicator, maintaining an impressive tweet count that educates and advocates simultaneously.","weakness":"With such an intense focus on engineering and cutting-edge tech, he might sometimes dive so deep into his projects that he overlooks broader audience engagement strategies or misses casual, mainstream appeal that could widen his influence.","recommendation":"To grow his audience on X, Harshbajpai should balance his technical deep dives with more digestible, narrative-driven threads that connect blockchain innovations to everyday user benefits—enticing not only crypto insiders but curious newcomers too. Engaging more in interactive discussions and spotlighting community successes could also amplify his reach.","roast":"Harshbajpai tweets so much crypto jargon, you’d think he’s trying to turn his timeline into a living blockchain — decentralized, encrypted, and utterly incomprehensible to regular humans without a PhD.","win":"Joining high-impact projects like Aztec Network and Fuel and successfully launching complex privacy tech demos publicly at such a young age is a monumental achievement demonstrating his prowess and trust within the blockchain community."},"created":1763167923470,"type":"the innovator","id":"bajpaiharsh244"},{"user":{"id":"1462819877455114242","name":"Cvija","description":"bd at @overtime_io","followers_count":566,"friends_count":1469,"statuses_count":807,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1680614384299589639/xniDZAyy_normal.jpg","screen_name":"cvsThal","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Cvija is a dynamic business development professional at Overtime.io, passionately pioneering real-time, on-chain prediction markets with a flair for instant and seamless trading experiences. Known for sharing cutting-edge developments in crypto and gaming, Cvija actively engages their audience with exciting updates and transformational ideas. 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