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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.
海豚君按照四季度对前三季收入平均值来估算，假如 MiniMax 在四季度 2600 万收入的基础上，每个季度还能增收 800 万，2026 年收入如果能超过 1.3 亿美金，那么 2026 年收入对 2025 年 2.5 亿研发投入的覆盖能力才有希望维持在四季度的 50%。