The L in "LLM" Stands for Lying

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At the Lean FRO, Kim Morrison, a Senior Research Software Engineer, recently ran an experiment that went well beyond our expectations. An AI agent converted zlib, a widely used C compression library embedded in countless systems, to Lean, with minimal human guidance. No special tooling was built. It was Claude, a general-purpose AI, with no special training for theorem proving, out of the box. The workflow had four steps. First, the AI produced a clean, readable Lean implementation of the zlib compression format, including the DEFLATE algorithm at its core. Second, the Lean version passed the library’s existing test suite, confirming behavioral equivalence. Third, key properties were stated and proved, not as tests, but as mathematical theorems. The capstone theorem:

type PosParam[N: str | None, T] = Param[N, T, Literal["positional"]]

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Why is this old weapon reappearing now? And for that matter, what are torpedoes? Can ships defend against them, or even see them coming?。关于这个话题,51吃瓜提供了深入分析

船舶、货物和运费的共同海损分摊价值,分别按照下列规定确定:

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