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The value is not in the verification workforce. It is in what verified delivery enables. Consider a company delivering ML kernels for new hardware. Today, months go to testing and qualification. When AI writes the kernel and proves it correct in one pass, that timeline collapses to hours. A provably correct hardware design delivered in weeks rather than the year it currently takes changes the economics of an entire industry.

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太平洋对岸的Meta正经历相似的剧情。Llama系列曾是全球开源大模型的旗帜,但Llama 4发布后开发者反应平淡。据报道,Llama初始14位核心作者中已有11人离开,分散去Mistral AI等新兴力量。