Claude Opus Breaks nanoGPT Record with 2930 Steps, Consuming 14,000 H200 GPU Hours

According to Prime Intellect, Claude Opus broke the nanoGPT speed record with 2930 steps during a two-week autonomous AI research experiment, surpassing the previous human record of 2990 steps. The experiment consumed approximately 14,000 H200 GPU hours across about 10,000 iterations, with both Claude and Codex models autonomously optimizing algorithms to reach target validation loss with minimal steps.
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