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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Design is easier to iterate on in code than in mockups—you can click through it and feel the interactions. But you don't want to experiment in your production codebase. This section covers how to prototype designs in throwaway projects, test them with users, and capture your design taste so the AI can replicate it.