其次，规模和可复制性完全不同。Altman 想强调「per query」的效率，但他忽略了：人类智能没法「复制部署」到数据中心里无限扩容。AI 的真正优势恰恰在于「训一次，用一辈子」，而人类是「训一次，用一辈子还得继续喂」。如果真要比「单位智能产出每焦耳能量」，AI 在规模化后确实可能碾压，但用「养孩子总成本」来类比，反而把这个优势给模糊掉了。
Document what works as you implement and test different approaches. Keep notes on which tactics seem most effective for your content, which platforms drive the most engaged traffic, which topics generate the most AI citations. This knowledge base becomes increasingly valuable over time as you identify patterns specific to your niche and audience that might differ from general best practices.
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In all of our interactions, the DoW displayed a deep respect for safety and a desire to partner to achieve the best possible outcome.