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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.

官方数据显示,Atlas 950 SuperPoD 配备的 NPU 数量是英伟达计划于 2026 年下半年推出的 NVL144 系统的 56.8 倍,其整体算力输出可达后者的 6.7 倍。

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Drew says they're all involved in a different corner of the community, which he describes "like seeing an old friend".