The Claude C Compiler illustrates the other side: it optimizes for passing tests, not for correctness. It hard-codes values to satisfy the test suite. It will not generalize. Property-based testing would likely catch this particular case, but the general problem remains: for any fixed testing strategy, a sufficiently adversarial system can overfit to it. A proof cannot be gamed. It covers all inputs by construction.
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Фото: Ajeng Dinar Ulfiana / Reuters
2026年1月，省部级主要领导干部学习贯彻党的二十届四中全会精神专题研讨班开班式上，习近平总书记深刻指出：“这些年我国经济顶风破浪、保持强大韧性和活力，战略依托就是完整的产业体系。”
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