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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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“These platforms were developed for adults. They were developed for adults, but kids are on them. It was never purposeful, like, what’s the product for kids? It was an afterthought, which then means we’re trying to plug holes,” Debra Boeldt, a generative AI psychologist at the family online safety company Aura, told Fortune. “A lot of these companies right now are trying to help, but don’t have the resources to put towards it, or the evidence-based, trained individuals to think about it and plan for it.”