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artagnon.com · Jul 29, 2026

Our Great Mutator

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We argue that the sum total of everything LLMs do is a form of mutation or fuzzing, and that exactly one hard benchmark will suffice: number of tokens expended to converge to the mathematically correct output. We certainly don't have heated arguments about tar , ls , or any other computer program that takes some input and produces some output. The difference is that the program in question…

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