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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.
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“We know that the longer the relationship with the chatbot, the more it deteriorates, and the more risk there is that something dangerous will happen, and so we have no guardrails yet for safeguarding people from that.”
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