comi @comicodes

Having fun with @karpathy’s autoresearch. I told Claude Code: “You’re the chief scientist of an AI lab with 8 GPUs. You’re Andrej Karpathy. Run parallel experiments and decide what to try next.” It edited program.md, ran for 11+ hours, and completed 568 experiments. Each experiment uses 1 GPU. Every round the “chief scientist” reviews the previous round of 8 results and designs the next 8 experiments. It's interesting to see the Claude agent, the chief scientist evolved a 3-phase strategy: Phase 1. Broad Exploration Early rounds explore many axes: architecture, optimizer, LRs, ablations. Phase 2. Focused Refinement After easy wins dry up, it runs deeper sweeps (e.g. 5 GPUs sweeping RoPE base 30k → 500k in one round). Phase 3. Heavy Validation Later, 50–75% of GPU budget goes to seed variance checks instead of new ideas. I feel it's overkill tbh. I'll keep the chief scientist running to see if it transfers to larger models and beats Andrej’s new "Time to GPT-2" leaderboard winner.

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comi @comicodes

5 months ago

@zuozizhen 請問跟yabai相比有什麼優勢?

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comi @comicodes

5 months ago

@petergyang token warrior sounds cooler

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comi @comicodes

5 months ago

@steipete are you working on the codex app?

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comi @comicodes

5 months ago

@signulll @_SamDuval you forgot the $80 apple pencil

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comi @comicodes

5 months ago

@Yuchenj_UW it's exactly like how humans self improve

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comi @comicodes

5 months ago

@soggyburritowu claude getting anxiety at 3 years old is concerning

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comi @comicodes

5 months ago

@meimakes does it work locally with no internet access? fun concept

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comi @comicodes

5 months ago

@notanastronomer codex seems to be more token efficient and ive been able to get more usage out of it

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comi @comicodes

5 months ago

@aarondotdev changing a single constant value manually is probably quicker but id still rather spend $2 to have codex do it for me lol

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comi @comicodes

5 months ago

any plans from OpenClaw to have a similar community ambassadors program @steipete? OpenAI sponsored?

Claude @claudeai

5 months ago

We're launching Claude Community Ambassadors. Lead local meetups, bring builders together, and partner with our team. Open to any background, anywhere in the world. Apply: claude.com/community/amba…