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Testing and proof are complementary. Testing, including property-based testing and fuzzing, is powerful: it catches bugs quickly, cheaply, and often in surprising ways. But testing provides confidence. Proof provides a guarantee. The difference matters, and it is hard to quantify how high the confidence from testing actually is. Software can be accompanied by proofs of its correctness, proofs that a machine checks mechanically, with no room for error. When AI makes proof cheap, it becomes the stronger path: one proof covers every possible input, every edge case, every interleaving. A verified cryptographic library is not better engineering. It is a mathematical guarantee.
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李強將「遏制違規新增隱性債務」定性為「鐵的紀律」，並提出充實地方中小金融機構風險處置資源，有序推進高風險機構處置。有觀察人士指出，上述措辭較去年更為嚴厲，反映中央對地方變相加槓桿的容忍度已到極限。
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