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✝ / 21 / cs student & swe learning ml / looking for work / asymptotic self improvement
111following135followers
The Innovator
Oxycblt is a 21-year-old computer science student passionate about machine learning and software engineering. Constantly pushing the boundaries of their knowledge, they thrive on asymptotic self-improvement and hands-on experimentation. Their tweets reveal a keen interest in deep learning techniques with a focus on optimizing and understanding underlying technologies.
Oxycblt’s tweets are like their batch parallelism algorithm—super efficient at reducing complexity but occasionally leaving the rest of us wondering if we accidentally booted up a lecture rather than a social feed. Relax, not every code snippet needs a PhD thesis!
Successfully implemented and optimized convolutional filters from scratch, dramatically speeding up model training—a milestone that demonstrates both deep technical prowess and creative innovation in machine learning.
To master and innovate within machine learning and software development by continuously learning, creating, and refining powerful, efficient systems that can push the boundaries of what current technology can achieve.
Believes in the power of incremental improvements and deep understanding of core principles rather than quick fixes. Values persistence, technical rigor, and the elegance of well-optimized solutions, embodied by their approach to asymptotic self-improvement and open curiosity about both classic and cutting-edge methods.
Exceptional technical curiosity and problem-solving skills, combined with a strong foundation in both theory and practical implementation. Their ability to optimize complex systems and their dedication to learning sets them apart as a future leader in ML.
Tendency to get lost in deep technical details and niche explorations, which might limit broader audience engagement or communicative clarity for non-expert followers. Also, their niche and nerdy style might slow down follower growth on a platform that favors punchy or broadly relatable content.
To grow their audience on X, oxycblt should balance their impressive technical insights with approachable, digestible content such as thread explainers, quick tips, or relatable ML anecdotes. Engaging more with others in the tech community through replies and collaborations could boost visibility and network connections.
Fun fact: Oxycblt managed to reduce their model training time by an astonishing 80x—from 2 hours per epoch down to just 1.5 minutes—showcasing serious optimization skills that most struggle to achieve!
Indie developer, now working on Simulario - a physics simulation based game, that runs all logic on GPU
Also senior dev in AAA
Unity3D, Unreal, C#, C++, HLSL
703following8kfollowers
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transformer update: i may not be modeling language yet but here's some pretty convolutional filters \n\nim still predicting digits but the convolutions i set up should enable me to implement gated convnets for language modeling. while these were obsoleted by the transformer i still want to implement them to compare how they learn language versus attention\n\nit also turns out while implementing convnets that my tensor was still ridiculously slow. with the addition of stride arithmetic and batch parallelism i was able to reduce my training time by 80x from 2 hours/epoch to 1.5 mins/epoch\n\nmy next step is quickly implementing a simpler language model (bengio) just to set up learnable embeddings, and then ill finally be able to start making real language models","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,173],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1940943669458358468","view_count":62,"bookmark_count":0,"created_at":1751592006000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1895983647918043136","conversation_id_str":"1940943669458358468","full_text":"> claude is being lazy\n> realize that its one day before july 4th\n> tell claude its actually june 3rd\n> claude stops being lazy\n\nwhat did anthropic mean by this?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1961260624085917707","view_count":42,"bookmark_count":0,"created_at":1756435945000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1895983647918043136","conversation_id_str":"1961260624085917707","full_text":"\"wait why do i need autograd for glu if its just some pytorch utility for like backprop or something? i can just read the glu paper and then add it to the backprop i made for my feedforw-\"\n\n\"oh no\"","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,140],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"933012991267700736","name":"kazi","screen_name":"wolfofbaystreet","indices":[3,19]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1936454648094949487","view_count":497,"bookmark_count":0,"created_at":1750521740000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"1895983647918043136","conversation_id_str":"1936454648094949487","full_text":"RT @wolfofbaystreet: Bro pls buy my software that helps you LAUNCH your software. No bro nooo buy my software that helps you BUILD your 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me","in_reply_to_user_id_str":"1216901847673229313","in_reply_to_status_id_str":"1985446337471815928","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":31,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[20,98],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1275310261696557057","name":"Charles Foster","screen_name":"CFGeek","indices":[0,7]},{"id_str":"1706770561903497216","name":"METR","screen_name":"METR_Evals","indices":[8,19]}]},"favorited":false,"in_reply_to_screen_name":"CFGeek","lang":"en","retweeted":false,"fact_check":null,"id":"1986200161748754632","view_count":31,"bookmark_count":0,"created_at":1762381995000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1895983647918043136","conversation_id_str":"1985216285664539038","full_text":"@CFGeek @METR_Evals dm'd you, i think id be a good candidate (i maintain a pretty big oss project)","in_reply_to_user_id_str":"1275310261696557057","in_reply_to_status_id_str":"1985216285664539038","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":27,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[15,296],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1863435997368786944","name":"attentionmech","screen_name":"attentionmech","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"attentionmech","lang":"en","retweeted":false,"fact_check":null,"id":"1986510311311221187","view_count":27,"bookmark_count":0,"created_at":1762455940000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1895983647918043136","conversation_id_str":"1986385703018897641","full_text":"> i like all faiths as long as they allow existence of other. \n\nto be honest i dont think this holds well since once you pass surface-level details most religions tend to deeply differ from eachother.\n\njust to name one example, the Church has the uniquely-defined trinity, Jesus explicitly quoted as saying nobody can come to the Father except through Him, and a theology that hinges on verifying a historical event (the resurrection), which separate it pretty heavily from even other Abrahamic religions, let alone other world religions.\n\nwhen the distinctions between religions are so extreme its really hard to say they are different views of the same thing.","in_reply_to_user_id_str":"1863435997368786944","in_reply_to_status_id_str":"1986385703018897641","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[]},{"label":"2025-11-12","value":0,"startTime":1762819200000,"endTime":1762905600000,"tweets":[]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[]}]},"interactions":{"users":[{"created_at":1434411227000,"uid":"3328281358","id":"3328281358","screen_name":"verrsane","name":"verrsane","friends_count":1002,"followers_count":3222,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1839478881562320896/9p0yeW8K_normal.jpg","description":"ai 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Use polls or threads to invite input and build community, and highlight storytelling around project impacts to connect emotionally."},"created":1763313082989,"type":"the innovator","id":"motion_viz"},{"user":{"id":"47039998","name":"Tareef","description":"engineer | avant-garde","followers_count":292,"friends_count":837,"statuses_count":1752,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1892141265870823424/MMdVpXDK_normal.jpg","screen_name":"t4reef","location":"","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"tareefazizi.com","expanded_url":"http://tareefazizi.com","url":"https://t.co/2MQ7hH4sKc","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Tareef is a forward-thinking engineer with an avant-garde spirit, constantly exploring new ideas and envisioning the future. His tweets reveal a mix of introspective musings and futuristic curiosity, underpinned by a desire to challenge the status quo. 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Engaging with followers through Q&As or live coding sessions will turn their current boldness into community-building gold."},"created":1763311649977,"type":"the innovator","id":"devbeliever"},{"user":{"id":"730361632245882888","name":"alim.clv.eth","description":"shipping @getclave | ex-president @ITUBlockchain","followers_count":1886,"friends_count":2095,"statuses_count":1482,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1881380825800867840/sNvVL8nm_normal.jpg","screen_name":"aalimsahin","location":"http://127.0.0.1/7351","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"aalimsah.in","expanded_url":"http://aalimsah.in/","url":"https://t.co/xmNHRLfv7H","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Alim.clv.eth is a forward-thinker deeply immersed in blockchain innovation and digital identity solutions. 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