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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.
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At the other extreme: if you’re coding for a space probe on a 50-year mission, almost all errors are expected, including catastrophic hardware failures.
“资源优势是其一,但更得益于常抓不懈、久久为功。”黑河市政府二级巡视员刁卫东说。2019年初,寒区试车人员纷至,全市宾馆入住率超92%。黑河决定,推迟召开全市性会议,为试车企业“让路”。