Most AI tool failures aren't caused by bad intent or bad luck. They're caused by someone who couldn't see the whole board — who didn't model what their tool would do when it met an adversarial user, a skeptical team, or a production incident at 2am.
A small, trusted kernel: a few thousand lines of code that check every step of every proof mechanically. Everything else (the AI, the automation, the human guidance) is outside the trust boundary. Independent reimplementations of that kernel, in different languages (Lean, Rust), serve as cross-checks. You do not need to trust a complex AI or solver; you verify the proof independently with a kernel small enough to audit completely. The verification layer must be separate from the AI that generates the code. In a world where AI writes critical software, the verifier is the last line of defense. If the same vendor provides both the AI and the verification, there is a conflict of interest. Independent verification is not a philosophical preference. It is a security architecture requirement. The platform must be open source and controlled by no single vendor.，这一点在搜狗输入法中也有详细论述
I won’t bore you with terms like “contraction” and “weakening” here. You should，这一点在体育直播中也有详细论述
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Фото: Евгений Разумный / Коммерсантъ