05版 - 积攒“暖意” 共赴“春天”(金台随笔)

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Украинцам запретили выступать на Паралимпиаде в форме с картой Украины22:58

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Consider an example. An AI rewrites a TLS library. The code passes every test. But the specification requires constant-time execution: no branch may depend on secret key material, no memory access pattern may leak information. The AI’s implementation contains a subtle conditional that varies with key bits, a timing side-channel invisible to testing, invisible to code review. A formal proof of constant-time behavior catches it instantly. Without the proof, that vulnerability ships to production. Proving such low-level properties requires verification at the right level of abstraction, which is why the platform must support specialized sublanguages for reasoning about timing, memory layout, and other hardware-level concerns.

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一种可能是,Agent成为旧系统的“补丁”。不触动底层结构,只在其上叠加一层行动智能,让僵化的系统继续运转,这是一条温和演进路径。