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Andrej Karpathy posted llm.c: a single-file small project that trains a GPT-2 level model from scratch. The real AI alpha is probably not about chasing the next model name, but about personally running through the entire minimal closed-loop of the model. Those who understand how weights are trained step-by-step will be ahead in the future when it comes to agents, tooling, and compute opportunities, compared to the little ones who only memorize release notes.