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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.，更多细节参见币安_币安注册_币安下载
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Reconstruction aims to rebuild the stimulus itself from brain activity, generalizing to novel stimuli outside the training set. Because the space of possible visual stimuli is essentially infinite, this is a substantially harder problem than decoding or identification.