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Yeah, if your goal is "build the tightest 8,000 line implementation of training an LLM from scratch, with a focus on both conciseness and educational value" I don't think it's particularly surprising that Claude/Codex weren't much help.


Now to wait for Sonnet 5 and GPT-6, and ask them to build that, and see what they come up with.


Why would you expect an improvement?


because they'll be trained on karpathy's implementation




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