Get live statistics and analysis of Ankith 🐋/acc's profile on X / Twitter
Herding distributed systems by day and LLM obsessed by night. If you knew what our HFT was cooking youd be jelly 😏
Check my highlights tab for LLM-only stuff!
278following785followers
The Innovator
Ankith is a tech-savvy trailblazer who thrives at the crossroads of distributed systems and large language models (LLMs). With a passion for pushing computational boundaries, they share cutting-edge insights and practical tips on AI efficiency and model tuning. Their tweets blend deep technical knowledge with a playful flair, making complex concepts accessible and engaging.
Ankith’s tweets prove one thing: they can optimize data streams faster than they can optimize their social life—if only they had a distributed system for dating profiles, they'd finally hit max efficiency there too.
Breaking down major improvements in attention mechanisms and sharing these breakthroughs publicly, Ankith played a key role in popularizing 50x efficiency gains that could reshape the AI landscape.
Their life purpose is to revolutionize the way AI and distributed systems intersect, constantly innovating to enhance performance and accessibility. Ankith aims to democratize advanced AI tools, enabling others to leverage these technologies efficiently and cleverly.
Ankith values transparency in technology and believes that sharing knowledge accelerates collective progress. They champion efficiency, open-source spirit, and a relentless curiosity that fuels continuous improvement.
Ankith’s strengths lie in deep technical expertise, innovative problem-solving, and the ability to communicate advanced concepts with clarity and humor. Their engagement with a niche but passionate audience reflects credible authority in AI and systems engineering.
Their technical jargon and niche focus might sometimes alienate casual followers or those new to AI, limiting broader audience appeal. Additionally, heavy tweeting (5382 times) risks content dilution if not strategically curated.
To grow their audience on X, Ankith should mix high-level tech insights with relatable storytelling or mini-tutorials that draw in less technical followers. Leveraging multimedia like short explanatory videos or threads will boost engagement and help simplify complex ideas.
Fun fact: Despite managing high-frequency trading (HFT) systems by day, Ankith dedicates their nights to decoding the mysteries of LLMs, blending finance-grade speed with AI wizardry.
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Seriously just load 5 bucks it may last you months. I added 10 usd of credits and I used as much GPT 4.5 as I wanted for the past month and it didnt even eat up 5 usd. It is how I use R1 (>2x faster) and sonnets( bye bye rate limits)","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,201],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1972623289412669483","view_count":14382,"bookmark_count":25,"created_at":1759145016000,"favorite_count":209,"quote_count":4,"reply_count":2,"retweet_count":10,"user_id_str":"935351575903576065","conversation_id_str":"1972623289412669483","full_text":"MLA is a ~5.6x improvement over MHA, DSA is 9x improvement over MLA\n\nDeepseek in about a year has blessed the world with the knowledge on how improve the efficiency of the attention mechanism by 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Both chat and reasoner api now route to the same model but just change if thinking mode is on https://t.co/GST1Di9G21","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,113],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1893515249354965497","view_count":3573,"bookmark_count":7,"created_at":1740284189000,"favorite_count":39,"quote_count":0,"reply_count":17,"retweet_count":0,"user_id_str":"935351575903576065","conversation_id_str":"1893515249354965497","full_text":"Tweet in one sentence what you mean by \"big model smell\" \n\nBonus: reply to yourself & explain in more details","in_reply_to_user_id_str":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":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1977202550005805559","view_count":9914,"bookmark_count":9,"created_at":1760236797000,"favorite_count":21,"quote_count":1,"reply_count":0,"retweet_count":0,"user_id_str":"935351575903576065","conversation_id_str":"1977202550005805559","full_text":"Summary of deepseek releases after R1:\n\nV3 checkpoint -> new competency: better UI/UX, coding and reasoning task perf\n\nR1 checkpoint-> new competency: same as above\n\nV3.1 -> new arch: merge reasoning and instruct + new competency: agentic capabilities, more token efficient reasoning \n\nV3.1-terminus & V3.2 -> new arch: baseline V3.1-terminus vs V3.2\nDSA mech + new competency: More agentic capabilities\n\nThe next model can target arch like further attention mechanism experiments, or new competency. For the later they still dont have parallel inference like grok heavy/gpt-5 pro, even more can be done for agentic performance, they can do another longer context 1M+ checkpoint. I would not be surprised if there are even 2 more releases in the V3 generation","in_reply_to_user_id_str":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":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"x.com/i/grok/share/q…","expanded_url":"https://x.com/i/grok/share/qyH3RvwsIxj7QGZXW5wHTuYV8","url":"https://t.co/stzib50Xyr","indices":[1887,1910]}],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1892482558459543753","view_count":18768,"bookmark_count":11,"created_at":1740037977000,"favorite_count":20,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"935351575903576065","conversation_id_str":"1892482558459543753","full_text":"Just used Grok3 w/ thinking for first time. I am quite impressed. Just a single prompt for optimal parallelised dir deletion and it was significantly better than the rest! No cold start by collecting all file/dir before deleting, only one to parallelize even the walk too!\n\nO3:\nI did notice the O3 models do an optimization of delete file then delete the empty husk which I like but that may not acutally be a better approach (its just I like the idea). mini-high was identical to mini\n\nSonnet:\nNothing special, it also didnt have a cold start but was too naive in paralleisation\n\nGeminis:\nProbably the ones I like the least, they dont parallelize that much but both flash thinking and 2 pro used multi-process rather than multi-thread. But interesting that they all interpreted my prompt as benchmark serial vs parallel which is a totally legit interpretation but not my intention\n\nDeepseek:\nAlways surprises me : ) often does atleast one little thing that is special. It also went the o3 route of delete file then delete dirs but this time it even collected the dirs w.r.t to the their depth for even more optimal deletion order. 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Known for hacking on the Flutter Engine, he thrives on tackling complex challenges with creative technical solutions. His tweets reflect a deep dive into performance tweaks and open-source contributions that excite the developer community.","purpose":"To redefine and expand the capabilities of cross-platform desktop development by innovating on existing frameworks and sharing knowledge to empower developers worldwide.","beliefs":"Matej believes that software development should be a blend of creativity and technical mastery, valuing open collaboration and continuous improvement. He appreciates community feedback as a crucial part of creating better, more scalable tools.","facts":"Fun fact: Matej isn’t just content with millions of items in a list—he is proud of making a Flutter list view handle a billion items, proving that ‘more is more’ when it comes to pushing software limits.","strength":"His biggest strengths lie in deep technical expertise, creativity in problem-solving, and commitment to open-source projects that foster community growth and innovation.","weakness":"Matej’s intense focus on complex technical details might sometimes make his communication overly niche, potentially limiting broader audience engagement beyond expert developers.","recommendation":"To grow his audience on X, Matej should pair his technical insights with more relatable storytelling or simplified explanations, making his innovations accessible and exciting to a wider developer and tech enthusiast crowd.","roast":"Matej’s so deep into Flutter under the hood, he probably dreams in Dart — and when he wakes up, he’s still debugging the same list view that gave him a headache last week. Someone get this coder a break before he tries optimizing his coffee brewing algorithm next.","win":"Successfully re-engineered Flutter’s super_sliver_list rewrite, earning solid community praise and contributing a live example for developers to improve their user interfaces with enhanced performance."},"created":1763387498830,"type":"the innovator","id":"matejknopp"},{"user":{"id":"2975528695","name":"Ethan Caballero","description":"ML @Mila_Quebec ; previously @GoogleDeepMind","followers_count":11466,"friends_count":2043,"statuses_count":4473,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1294440061484904448/RBHLw8G0_normal.jpg","screen_name":"ethanCaballero","location":"","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"ethancaballero.github.io","expanded_url":"http://ethancaballero.github.io","url":"http://ethancaballero.github.io","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Ethan Caballero is a cutting-edge machine learning expert who thrives at the intersection of AI research and real-world application, shaping the future with every tweet. From his work at Mila Quebec to his past contributions at Google DeepMind, Ethan's insights ignite curiosity and drive technology forward. His content blends technical depth with engaging highlights of breakthrough AI projects and tools.","purpose":"Ethan’s life purpose is to push the boundaries of artificial intelligence, transforming complex concepts into accessible innovations that empower both the research community and the broader public. He aims to bridge the gap between AI development and practical, impactful use cases that inspire collaboration and progress.","beliefs":"He believes in the power of technology to amplify human potential and accelerate knowledge, valuing transparency, collaboration, and continuous learning. Ethan is committed to ethical AI development, pushing forward with curiosity while remaining mindful of AI’s societal implications.","facts":"Fun fact: Ethan has shared groundbreaking AI demos like ACT-1, a Transformer equipped with browser interaction capabilities, showcasing his knack for integrating AI with everyday digital tools.","strength":"Ethan’s strengths lie in his visionary approach to emerging technologies and his ability to communicate complex AI advancements clearly and compellingly. He’s a prolific tweeter who engages deeply with the AI community, often spotlighting innovative projects and fostering excitement around new developments.","weakness":"However, his fast-paced, high-volume tweeting style might sometimes overwhelm followers, and without clear, centralized content threads, some of his nuanced technical insights risk getting lost in the noise. 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Engaging with followers via Q&As or live tweet discussions on trending AI topics could also boost community interaction and expand his influence."},"created":1763387208140,"type":"the innovator","id":"ethancaballero"},{"user":{"id":"33135576","name":"Joey Kudish","description":"Fullstack dev who treats AI as a teammate, not a replacement. 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He is committed to transparency and collaboration, championing a future where technology enhances rather than diminishes the human role in creation.","facts":"Fun fact: Joey has tweeted nearly 17,000 times, showing a passion for sharing knowledge and engaging deeply with his audience – talk about living on the digital frontline!","strength":"Joey’s key strength lies in his ability to integrate cutting-edge AI tools seamlessly into full-stack development workflows, all while maintaining a personal and human touch in his coding. His consistent communication and thought leadership keep him relevant and trustworthy.","weakness":"With nearly 17,000 tweets and following a hefty 3420 accounts, Joey might sometimes risk overwhelming his followers with the sheer volume of content, potentially diluting his impactful messages.","recommendation":"To grow his audience on X, Joey should concentrate on curating his content to highlight high-value insights and successes, using threads and pinned tweets to spotlight key projects and lessons learned. Engaging with trending AI and coding hashtags can also amplify his visibility among like-minded professionals.","roast":"Joey tweets so much, you’d think he’s trying to personally keep the internet’s servers busy—or maybe he’s just nervous his AI teammate’s typing speed might outpace his own!","win":"Landing a speaking gig at WordCamp Canada after years, where Joey shared his expertise on web performance, marked a major professional milestone and public validation of his skill and passion."},"created":1763387048102,"type":"the innovator","id":"jkudish"},{"user":{"id":"1822734065843265536","name":"Francesco Giannicola - 🇪🇺 eu/acc","description":"Computer Science & Artificial intelligence Student at UNICAL","followers_count":226,"friends_count":1914,"statuses_count":9179,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1923372950016663552/nMyDBkPd_normal.jpg","screen_name":"metaforismoo","location":"Italia","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"metaforismo.vercel.app","expanded_url":"http://metaforismo.vercel.app","url":"https://t.co/41XkA6pGEL","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Francesco is a passionate Computer Science and AI student who thrives on experimenting with new tools and technologies, eager to transform ideas into reality. His tweets reveal a mix of enthusiasm for cutting-edge AI advancements and the real-world challenges of software deployment. Always curious and collaborative, he’s navigating the exciting yet daunting path of tech innovation alongside peers and family.","purpose":"To push the boundaries of AI and software development, making technology more accessible and efficient while learning through hands-on experience and community engagement.","beliefs":"Innovation is driven by curiosity, experimentation, and community support. He values practical solutions, transparency about challenges, and affordability, especially for students and new entrants in tech.","facts":"Francesco has used multiple AI tools like Cursor and Windsurf and values community feedback, showing a preference for platforms with frequent updates and vibrant user involvement.","strength":"His adaptability and eagerness to dive deep into new AI technologies, coupled with persistence when facing deployment challenges, highlight a resilient and forward-thinking mindset.","weakness":"At times, his high volume of tweets and following nearly 2000 accounts might scatter his focus and dilute his personal branding, making it harder to build a distinct voice.","roast":"For a guy pioneering AI tech at 19, Francesco’s still clocking more hours untangling Docker than dropping AI truth bombs—guess he’s really proving that deploying is the ultimate boss fight of coding.","win":"Submitting a YC application with his cousin at just 19 years old, showcasing his early ambition and commitment to launching impactful tech ventures despite the fear and uncertainty.","recommendation":"To grow his audience on X, Francesco should start sharing more structured insights about AI and deployment challenges in short, digestible threads and tutorials. Engaging with AI and tech communities through polls and Q&A sessions will boost interaction and establish him as a go-to Innovator."},"created":1763385456908,"type":"the innovator","id":"metaforismoo"},{"user":{"id":"1409220382410874881","name":"Marcos","description":"Ethereum lover, helping it growth at @nethermind Building https://t.co/voREfIasoo, crypto solutions for hospitality","followers_count":2162,"friends_count":2342,"statuses_count":4408,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1950199387281354752/egSO5N7l_normal.jpg","screen_name":"maceo_eth","location":"Dubai, United Arab Emirates","entities":{"description":{"urls":[{"display_url":"payverge.io","expanded_url":"https://payverge.io","url":"https://t.co/voREfIasoo","indices":[58,81]}]},"url":{"urls":[{"display_url":"github.com/stdevMac","expanded_url":"https://github.com/stdevMac","url":"https://t.co/A32kY9OsW8","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Marcos is a passionate Ethereum enthusiast dedicated to pushing the boundaries of blockchain technology, particularly through his work at Nethermind. With a keen focus on crypto solutions tailored for hospitality, he thrives on benchmarking and optimizing network performance. His tweets reveal a strong technical inclination and a collaborative spirit aimed at fostering a more efficient Ethereum ecosystem.","purpose":"To drive the evolution and scalability of Ethereum by delivering innovative, real-world blockchain solutions that empower businesses, especially in the hospitality sector.","beliefs":"Marcos believes in transparency, collaboration, and continual improvement within the crypto community. He values technical rigor, open benchmarking, and views healthy competition as a catalyst for overall ecosystem success.","facts":"Fun fact: Marcos’ benchmarking work directly influenced a key gas cost fix in the Fusaka client, showcasing his hands-on impact on Ethereum’s performance.","strength":"His technical expertise combined with practical application skills makes him a powerful force for innovation. He excels at identifying bottlenecks and developing actionable solutions in cutting-edge tech fields.","weakness":"Often deeply engrossed in technical details, Marcos might overlook broader engagement or miss engaging with a wider, less technical audience, limiting his social reach.","roast":"Marcos tweets so much about gas costs and benchmarks, he probably dreams in Gwei and wakes up calculating Ethereum throughput — talk about a blockchain bedtime story that never ends!","win":"Having directly contributed to the ModExp gas cost fix in the Fusaka client is a clear milestone that improved Ethereum’s efficiency and showcases his influential role in the ecosystem.","recommendation":"To grow his audience on X, Marcos should blend his technical insights with more accessible content and storytelling, inviting broader community participation through questions, polls, and live discussions—making complex topics approachable and engaging."},"created":1763382735958,"type":"the innovator","id":"maceo_eth"},{"user":{"id":"2300570958","name":"Amit Tripathi","description":"Co-Founder @ Shorteefy. 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His tweets offer a peek into the hardcore tech world sprinkled with humor and practical insights.","purpose":"Amit’s life purpose is to push the boundaries of AI-driven innovation and empower creators with smarter, more tailored content tools. He aims to dismantle generic solutions and inspire deeper understanding of AI’s potential while fostering a culture of thoughtful experimentation.","beliefs":"He believes that hard challenges make us better and that the future belongs to those who thoughtfully combine technology, creativity, and learning. Amit values precision, continuous improvement, and intellectual rigor alongside playful curiosity and community engagement.","facts":"Fun fact: Amit humorously laments the rising AI compute costs like most coders do — but still publicly embraces it as part of the grind, showing his resilience and candid nature.","strength":"Amit shines in combining deep technical knowledge with an ability to communicate complex AI concepts in an accessible way. His entrepreneurial spirit keeps him on the cutting edge, while his openness to learning fuels continuous growth.","weakness":"Tending to focus on the nerdy details and technical challenges may sometimes alienate casual followers who crave lighter, more broadly relatable content. Also, his low engagement on retweets suggests he might be underselling the social aspect of platform growth.","recommendation":"To grow Amit’s audience on X, he should amplify community engagement by responding to more followers, sharing behind-the-scenes stories, and weaving in relatable narratives beyond hardcore tech talk. Collaborations with thought leaders and influencers in AI and creator economies could boost visibility and credibility.","roast":"Amit’s tweets are like a perfectly debugged AI model — super precise, but sometimes you wonder if the fun got lost in translation between the lines of code. Maybe throw in an emoji or two to remind us there’s a human behind the math equations!","win":"Successfully launching Shorteefy, a revolutionary AI tool that redefines short-form video content creation for creators refusing to settle for generic, AI-generated clips."},"created":1763382536160,"type":"the innovator","id":"ce_amit"},{"user":{"id":"1860572792","name":"Walgtech 👨🏻💻 Aimann.no 🏘️","description":"https://t.co/VyxhAaAAXM - Komplett eiendom -og utleie plattform 🏘️ For hobby og proffer 🫡","followers_count":2948,"friends_count":1212,"statuses_count":7346,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1372294295303118853/gbHwO1jQ_normal.jpg","screen_name":"StianWalgermo","location":"Kristiansund, Norge","entities":{"description":{"urls":[{"display_url":"Aimann.no","expanded_url":"http://Aimann.no","url":"https://t.co/VyxhAaAAXM","indices":[0,23]}]},"url":{"urls":[{"display_url":"aimann.no","expanded_url":"http://aimann.no","url":"https://t.co/ypuntrEaaD","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Walgtech 👨🏻💻 Aimann.no is a tech-savvy creator focused on building practical, innovative solutions for everyday challenges, especially in real estate and smart tech. With a knack for blending hobbyist enthusiasm and professional rigor, they bring fresh ideas to the Tesla ecosystem and app development. Their tweets showcase a passion for hands-on experimentation and sharing breakthroughs with an engaged audience.","purpose":"To pioneer new digital tools and platforms that simplify life for property owners and tech enthusiasts alike, while inspiring others to embrace innovation in practical ways.","beliefs":"Walgtech believes technology should be accessible, useful, and fun, empowering individuals to solve real-world problems creatively. They value open sharing of knowledge, continuous learning, and the intersection of hobbyist spirit with professional expertise.","facts":"Walgtech built a new 'Todo' app while waiting for just 20 minutes in a Tesla parking lot, demonstrating quick, creative problem-solving on the fly.","strength":"Strong ability to rapidly prototype innovative tech solutions, coupled with deep knowledge of Tesla hardware and software, giving them credibility and unique content to engage followers.","weakness":"Sometimes their fast-paced innovation and deep tech talk might be too niche or technical for a broader audience, possibly limiting wider appeal without simpler explanations.","recommendation":"To grow their audience on X, Walgtech should weave more storytelling around their inventions, explaining the ‘why’ and ‘how’ in everyday language, and leverage Tesla and innovation communities with interactive Q&A threads or polls to enhance engagement.","roast":"If innovation was a sport, Walgtech is playing in the electric car league—always running 322 km/h but sometimes forgetting us mere mortals need a pit stop to catch up with the tech jargon.","win":"Successfully launched a fully functional task management app inside a Tesla vehicle, impressively coded during a brief wait, showcasing their agility and real-world impact."},"created":1763382497486,"type":"the innovator","id":"stianwalgermo"},{"user":{"id":"1585597897160138752","name":"Eva 💎","description":"Designer to ambitious Founders building the Future","followers_count":386,"friends_count":305,"statuses_count":594,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1899374165024518144/nVGExKC2_normal.jpg","screen_name":"EvikeStudio","location":"Remote ","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Eva 💎 is a forward-thinking designer dedicated to empowering ambitious founders who are building the future. With a clear passion for technology, AI, and design, she navigates the intersection of creativity and innovation with curiosity and enthusiasm. Her tweets reflect a blend of insightful tech conversations, community engagement, and a zest for new ideas.","purpose":"Eva’s life purpose revolves around driving innovation through design and technology, helping pioneers transform bold ideas into tangible impact. She thrives on connecting artistic vision with cutting-edge tech to craft solutions that push boundaries and inspire progress.","beliefs":"Eva values creativity, collaboration, and continuous learning. She believes in the transformative power of technology when paired with thoughtful design and holds a steadfast optimism about the future shaped by open-source AI and visionary founders.","facts":"Fun fact: Eva once got spoiled at the @RevenueCat #Shipaton Catfe event — great vibes and merch clearly fuel her creative energy!","strength":"Eva’s strengths lie in her ability to blend design with deep tech interests, making complex innovations accessible and exciting. Her engagement in events like #GOSIM2025 and discussions about AI advancements highlights her role as a knowledgeable voice and early adopter.","weakness":"Her focus on cutting-edge topics and tech jargon might sometimes distance casual followers who prefer simpler content or broader appeal. 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