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The copyright of AI-generated and AI-assisted works of art remains an ongoing battle. The office has previously rejected copyright claims by artists who argue certain forms of art created with the assistance of AI tools — rather than art generated independently by AI software — should fall under the 2025 interpretation of U.S. copyright law.

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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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