Shekswess is a trailblazing innovator at the cutting edge of machine learning and cloud technology, passionately sharing open research and championing transparency in AI development. Their work as an AWS Ambassador, ML Lead, and college professor showcases a unique blend of technical mastery and community leadership. Always pushing the boundaries with experimental models, they eagerly engage with the flow of knowledge in the tech ecosystem.
Ex PM & Growth @FellouAI@fordeal_corp | Non-elite like every else in SF, Self-taught | Feynman Technique, daily — learning LLMs, AI agents & marketing.
Shekswess probably spends so much time training tiny language models that they might start expecting their coffee machine to reason with them in structured sentences — 'Would you like your espresso with an extra dash of logic today?'
Shekswess’ standout achievement is driving community excitement and engagement around the Tiny Reasoning Language Model, proving that innovation doesn't always need to be colossal to change the game.
To drive progress in AI and machine learning by fostering an open exchange of knowledge, creating accessible innovations, and educating the next generation of tech leaders.
Shekswess believes in transparency, open-source collaboration, and the power of shared knowledge to accelerate technological breakthroughs. They value continuous learning, experimentation, and ethical development in AI, standing against closed-door approaches that hinder collective growth.
Their greatest strength lies in combining deep technical expertise with a commitment to open collaboration, enabling them to create impactful research that resonates widely within the AI community.
An intense focus on experimentation and transparency sometimes leaves Shekswess battling the frustration of slower adoption by closed-source labs and possibly underestimating the value of strategic secrecy in competitive settings.
To grow their audience on X, Shekswess should leverage their technical blogposts and experiments in engaging tweet threads paired with interactive Q&A sessions. Highlighting successes with real-world applications and collaborating with other prominent innovators could boost visibility and deepen community impact.
Fun fact: Shekswess’ 'Tiny Reasoning Language Model (trlm-135)' experiment sparked considerable excitement, proving that even small models can achieve structured reasoning with the right training — talk about thinking small but BIG!
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They hold a strong belief in the power of community-shared knowledge and mentorship to fuel collective growth.","facts":"Fun fact: Despite being only 15, Shrey has already tweeted over 1,500 times and actively engages in Web3 conversations, proving age is just a number when it comes to tech enthusiasm!","strength":"Fearless curiosity combined with a strategic approach to sharing educational and career-focused content, making complex topics approachable for a younger audience. Shrey’s ability to connect personal interests with professional goals is a major asset.","weakness":"Sometimes the overwhelm of cutting-edge tech topics and early career advice can make the profile appear scatterbrained or overly niche for wider audiences, potentially limiting follower growth without targeted thematic focus.","recommendation":"To grow their audience on X, Shrey should consider threading educational series on Rust programming or Web3 fundamentals to build dedicated followers, while engaging more with trending hashtags and collaborating with other tech influencers to boost reach and network effects.","roast":"For someone who dreams in Rust code and maps out Web3 like a futurist oracle, Shrey occasionally tweets so much that even their own notifications probably need a vacation. Maybe slow down before you crash the Twitter server at 15!","win":"Shrey’s biggest win is harnessing the power of curated expert content like Harkirat Bhaiya’s roadmaps to position themselves as a go-to young voice in Web3 and tech career guidance — a feat many seasoned developers haven’t managed!"},"created":1763545069507,"type":"the innovator","id":"shreyvats01"},{"user":{"id":"27548043","name":"Alvin Sng","description":"MTS at @FactoryAI; previously at: Meta, Airbnb, Brex & Opendoor","followers_count":647,"friends_count":331,"statuses_count":350,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1633939103124451328/Z57AZpU7_normal.jpg","screen_name":"alvinsng","location":"San Francisco, CA","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"alvinsng.com","expanded_url":"https://alvinsng.com","url":"https://t.co/8bDnQ85wOb","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Alvin Sng is a tech trailblazer spearheading effortless developer productivity at FactoryAI, with a stellar background at Meta, Airbnb, and more. He champions simplicity and efficiency in engineering, turning complex AI and serverless challenges into seamless solutions. Alvin keeps the tech community buzzing with insightful tweets showcasing the future of coding.","purpose":"To revolutionize software development by crafting intuitive, high-performance tools that empower engineers to deliver exceptional results with ease and creativity.","beliefs":"Alvin believes that technology should simplify, not complicate workflows; high standards and smart automation are the keys to success. He values transparency, continuous improvement, and empowering teams through clear, manageable systems rather than over-engineered processes.","facts":"Fun fact: Alvin finds the classic startup chaos overrated — his team’s serverless stack worked so smoothly it missed the ‘legendary firefighting’ startup stories everyone expects!","strength":"His strengths lie in innovative problem-solving, building scalable solutions with minimal friction, and inspiring developer productivity through smart system design and high hiring standards.","weakness":"Sometimes, Alvin’s pursuit of streamlined perfection might downplay the value of the unpredictable ‘learning in crisis’ moments that build resilience and legendary stories within teams.","roast":"Alvin’s so smooth, his serverless stack probably tucks itself in at night — meanwhile, the rest of us are busy rebooting our 'legendary' outages and living that real startup drama.","win":"Alvin’s biggest win? 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Engaging with trending tech conversations and spotlighting team heroics could amplify reach and relatability."},"created":1763544879273,"type":"the innovator","id":"alvinsng"},{"user":{"id":"1907977837291909121","name":"dalin stone","description":"jesus is king. i push buttons, things unbreak. tse @docker","followers_count":137,"friends_count":476,"statuses_count":1052,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1908376320163368960/TgAZXEtr_normal.jpg","screen_name":"xdalinstone","location":"Idaho","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"dalinstone.com","expanded_url":"http://dalinstone.com","url":"https://t.co/bcyCfQebSy","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Dalin Stone is a tech-savvy innovator who thrives on pushing boundaries and experimenting with cutting-edge setups, like dual-booting obscure operating systems on vintage MacBooks. With a sharp eye for software engineering culture, they balance cynicism with a hunger for academic mastery in coding. Their feed is a blend of witty tech insights and unapologetic honesty.","purpose":"To revolutionize the software engineering space by mastering innovative technologies and challenging conventional norms, all while forging a unique path that blends practical coding prowess with intellectual rigor.","beliefs":"Dalin believes that the current standards in software engineering leave much to be desired, advocating for higher intellectual and practical benchmarks. They hold a skeptical view of easy trends, valuing depth, mastery, and a no-nonsense approach to learning and innovation.","facts":"Fun fact: Dalin dual-boots their desktop with two custom distros, Omarchy and Omakub, on cutting-edge hardware, showcasing their passion for tech experimentation.","strength":"Exceptional technical proficiency, a relentless drive for innovation, and a commitment to learning deeply rather than superficially. Their candid voice also appeals to those tired of superficial tech hype.","weakness":"Their skepticism and blunt delivery may alienate some followers who prefer a more positive or approachable tone. Also, the lack of engaging interaction might slow community growth.","roast":"For someone who wants to be a 'lethal code weapon,' Dalin's social game is still stuck in bootcamp—maybe if they debugged their tweet engagement as thoroughly as their dotfiles, they'd be unstoppable!","win":"Successfully set up dual-boot systems of niche operating systems on vintage and modern Apple hardware, proving both technical dexterity and creative problem-solving.","recommendation":"To grow their audience on X, Dalin should blend their deep tech insights with more engaging, approachable language and interactive content such as polls or Q&A. 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hahahaha","in_reply_to_user_id_str":"1080908329289961472","in_reply_to_status_id_str":"1981011944061747549","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":2,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[7,35],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"97939183","name":"Yuandong Tian","screen_name":"tydsh","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"tydsh","lang":"en","retweeted":false,"fact_check":null,"id":"1981400910036422769","view_count":4654,"bookmark_count":0,"created_at":1761237764000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1848019348780204032","conversation_id_str":"1981399537802682736","full_text":"@tydsh This is really sad to see 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Technical Blogpost⚡\n\nThree weeks ago, I shared a weekend experiment: trlm-135, a tiny language model taught to think step-by-step.\n\nThe response was incredible and now, the full technical report is live: https://t.co/IRMazAA1nL","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":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[{"bookmarked":false,"display_text_range":[0,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1981999470943596555","quoted_status_permalink":{"url":"https://t.co/wUJZTX46wa","expanded":"https://twitter.com/ai_for_success/status/1981999470943596555","display":"x.com/ai_for_success…"},"retweeted":false,"fact_check":null,"id":"1982205688257368292","view_count":54,"bookmark_count":0,"created_at":1761429638000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1848019348780204032","conversation_id_str":"1982205688257368292","full_text":"But does OnlyFans have a post-training team?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[]},{"label":"2025-10-28","value":1,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982746717154910328","view_count":446,"bookmark_count":0,"created_at":1761558629000,"favorite_count":4,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1848019348780204032","conversation_id_str":"1982746717154910328","full_text":"So GPT-OSS model architecture is kinda the basis for Minimax M2 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