Agent ran 89 experiments to improve a small model — 92% of gains came by experiment 44

ccerrato147 · x · 2026-09-29

In one run of Karpathy's autoresearch pipeline, an agent ran 89 experiments to improve a small model. By experiment 44 it had already captured 92% of the total gain; the machine kept working while returns kept shrinking. The takeaway: automating the research loop doesn't automatically accelerate improvement.

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