Afik Cohen @aphex
building something new • 𝗮𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 “𝗶𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲” • 𝚎𝚗𝚐𝚒𝚗𝚎𝚎𝚛 • 𝕥𝕣𝕒𝕟𝕔𝕖 𝕕𝕛 • ᴍᴇᴛᴀᴘʜʏsɪᴄɪᴀɴ 🌉 SF, CA @[email protected] aphex.cx San Francisco, CA Joined December 2008-
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You're absolutely right.
the fact that on-policy distillation works so well and and that the analogies with human learning hold up continues to amaze me SFT -> teacher shows you examples. you learn by imitation on-policy distillation-> you make your own mistakes but the teacher gives you detailed…
Becoming an RL diehard in the past year and thinking about RL for most of my waking hours inadvertently taught me an important lesson about how to live my own life. One of the big concepts in RL is that you always want to be “on-policy”: instead of mimicking other people’s…
Scaling up RL is all the rage right now, I had a chat with a friend about it yesterday. I'm fairly certain RL will continue to yield more intermediate gains, but I also don't expect it to be the full story. RL is basically "hey this happened to go well (/poorly), let me slightly…
Quitting programming as a career right now because of LLMs would be like quitting carpentry as a career thanks to the invention of the table saw.
Calm the Sunday scaries in 15 min Open loops cause anxiety. Here is the fix: 1. list every task for the coming week 2. identify the top 3-5 3. calendar them The Science: Your brain has a known bias for unfinished tasks (the Zeigarnik effect). A 2011 study found that the act…
🚨 Data drop! Our team @a16z published benchmarks on revenue growth for AI startups, from our proprietary dataset The median B2B co is going 0 -> $2.1M ARR in year 1, while the median B2C co is going $0 -> $4.2M (yes, consumer startups are growing revenue faster 🤯)
Cursor/windsurf is just the beginning of the App Layer. There will be a vertical product for every market. Pick a big market you love and get going. The tailwinds of AI will solve all seemingly impossible problems of today, tomorrow.
I attended a vibe coding hackathon recently and used the chance to build a web app (with auth, payments, deploy, etc.). I tinker but I am not a web dev by background, so besides the app, I was very interested in what it's like to vibe code a full web app today. As such, I wrote…
I just built a *functioning* React app by describing what I wanted to GPT-3. I'm still in awe.
Complete hardware + software setup for running Deepseek-R1 locally. The actual model, no distillations, and Q8 quantization for full quality. Total cost, $6,000. All download and part links below:
SQLite does not have a Code of Conduct (CoC), rather Code of Ethics derived from "instruments of good works" from chapter 4 of The Rule of St. Benedict
this is paper is kinda wild. turns out that if you simply ask an LLM to straight out predict a timeseries like this: ``` <history> (t1, v1) (t2, v2) (t3, v3) </history> <forecast> (t4, v4) (t5, v5) </forecast> ``` making sure to prepend the prompt like this: ```…
post-devday drinks with @rolawson @gdb @noahmacca @edwinarbus yesterday 🙂↕️ thanks @OpenAI and @sama for hosting this (and for releasing the speech-to-speech realtime API 👀)
I appreciate Garry's public apology on this mess. @trypearai is still in the F24 batch though; I hope the founders pivot, though it probably doesn't matter after showing the world they've got a hell of a lot to learn about building startups away from the glow of a YouTube ring…
I appreciate Garry's public apology on this mess. @trypearai is still in the F24 batch though; I hope the founders pivot, though it probably doesn't matter after showing the world they've got a hell of a lot to learn about building startups away from the glow of a YouTube ring…
This whole ordeal affirmed to me that the most important thing in life is love and the people that we love - during the really scary part I didn't think about AI or AI policy at all - I only thought intently of my loved ones. I also experienced a series of visions of my baby.

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TatianaSF com @TatianaSFcom
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kellhole 🔜 Folsom ... @kellhole
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190 Followers 165 Following 🦀 rust 🎥 video🕹️ VR 🕸️infra 🔑 applied crypto 🎼 music Past: eng @MuxHQ, co-founder @kryptco, cs & crypto @MIT
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AVM @avm_codes
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Fat beats project @fatbeatsproject
490 Followers 4K Following I make electronic/instrumental music and publish it on soundcloud, bandcamp, and youtube (all free to listen). Many different styles and sounds.
Gereaul @Gereaulr6V
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wint @dril
1.7M Followers 416 Following welcome to my shit https://t.co/SuXccfQtN7 https://t.co/kHbbE12Ftx https://t.co/uXYQZrfYdk
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90K Followers 6K Following Small farmer, ex-farm worker & crop scientist. Here to talk food, agriculture, and money.
thomas violence @thomas_violence
78K Followers 2K Following I'm Mr @boontavista, Mr @twobitmovieclub and Mr BORLFF.
Will 🦥 Menaker @willmenaker
209K Followers 3K Following Love my beautiful boy Cody. Not on speaking terms with my twin daughters Jenna & Amantha. Co-host of @ChapoTrapHouse podcast.
Eliezer Yudkowsky ⏹... @ESYudkowsky
209K Followers 102 Following The original AI alignment person. Understanding the reasons it's difficult since 2003. This is my serious low-volume account. Follow @allTheYud for the rest.
Daniel K @dkazand
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Deputy Secretary Jim ... @HHS_Jim
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2K Followers 2K Following What is real, what is fiction? The winner is the one who controls the narrative. Director | Producer | CEO Film | disinfo | unfucking discourse https://t.co/AKAKC5dW2b
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Danielle (raw & feral... @rawandferal
295 Followers 71 Following high agency clown. co-chair of Sit Club, president of Strippers for Charity, ringleader of Death Duel to fix "The Ratio," fake steakhouse co-founder.
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AI Objectives Institu... @AIObjectives
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7K Followers 518 Following 🧑🏻💻 Helping developers build impactful mobile apps with React Native & Exp! • 🚀 125k+ on YouTube #notJustDev 📈 • Follow me for value-packed dev content 💡
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88K Followers 1 Following i don't trust any device i can't mash ctrl+alt+del on
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Laude Institute @LaudeInstitute
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Maya @mayakweber
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29K Followers 4K Following Say hi, I'm friendly! ∞ @infinite_red founder ⚛️ @ReactNativeRdio host 🚁 @jammingames 🥅 Hockey goalie ✝️ Lutheran 🙎🏼♂️🧒🏼👧🏼👧🏼 Dad x4 👶 Gpa x1
MagicPath @MagicPathAI
8K Followers 18 Following ✨ Vibe designing. An infinite canvas to create, explore and refine with AI in your style. The Cursor moment for design. 🧙🏻♂️https://t.co/QstG1UFcxD
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65K Followers 1K Following ceo of @linear | previously: design at @airbnb, @coinbase. yc alumn (s12). 🇫🇮🇺🇸
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17K Followers 2 Following How developers build successful products. Hedgehog enthusiasts 🌐 https://t.co/9kGvj5Vwsu 📨 https://t.co/GOm7MWrYy9
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7K Followers 798 Following UC Berkeley's global startup accelerator/incubator, supporting entrepreneurs & moonshot startups globally! Our startups have cumulatively raised $1.8B+.
npm i task-master-ai @TaskmasterAI
8K Followers 5 Following ai-powered task management system to regain control over @cursor_ai @lovable_dev @cline @windsurf_ai & others. part of the @usehamster family
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Effect | TypeScript a... @EffectTS_
11K Followers 36 Following Production-Grade Software in TypeScript. Open source library. →Community: https://t.co/rlme4wZIPR →Content: https://t.co/9DWBQLXFJ2