19版 - “瓦特”这样变“比特”(深度观察)

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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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But Anthropic also imposed limits that Michael views as fundamentally incompatible with war-fighting. The company’s internal “Claude Constitution” and contract terms prohibit the model’s use in, for instance, mass surveillance of Americans or fully autonomous lethal systems—even for government customers. When Michael and other officials sought to renegotiate those terms as part of a roughly $200 million defense deal, they insisted Claude be available for “all lawful purposes.” Michael framed the demand bluntly: “You can’t have an AI company sell AI to the Department of War and [not] let it do Department of War things.”