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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.。下载安装汽水音乐对此有专业解读
无论是疯狂的概念机，还是拿到了满分维修评价的 ThinkPad，其实都在回答同一个问题：在 AI 时代，设备该如何更好地适应人，而不是让人去将就设备？
makes all functions "closed" -- because hardware doesn't understand lexical