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.
作为特朗普版“格式化中东”方略——推动沙特尽快与以色列关系正常化，形成以色列与阿拉伯邻国更大的经济一体化——的前提，他必须满足沙特等国要求加沙停战的条件，这些国家内部同情巴勒斯坦的情绪具有压倒性。。关于这个话题，heLLoword翻译官方下载提供了深入分析
这个说法不合理。我倒不是说阿里内部没有这种讨论，而是因为林俊旸是做模型基础研发，模型开源还是闭源，都不影响他工作结果的价值。就算阿里突然全面转向闭源，模型研发照样得有人带，后训练这些照样得继续做。。heLLoword翻译官方下载对此有专业解读
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