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Anthropic's Mythos system achieved a 52x speedup in optimizing training code compared to a human's 4x speedup over 4-8 hours on the same task, with the caveat that absolute multiples depend heavily on starting code quality. The like-for-like comparison shows roughly 3x–52x improvement across models over the past year.