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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That’s the theory, anyway. But current LLM APIs are expensive, and I wasn’t about to spend thousands on a weekend project. So I got creative—and abused leveraged multiple low-cost or free API channels:，详情可参考体育直播
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