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。
1. Weight by max same-font SSIM, not binary membership. If any font produces SSIM = 0.999, the pair is maximum risk regardless of how it scores in other fonts. Users do not control which font their browser chooses. The 82 pixel-identical pairs should be treated as definite blocks. The 49 high-scoring pairs should be treated as likely blocks. The 611 low-scoring pairs can be treated as informational warnings rather than hard rejections.
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“startup” phase when the slice is small. During this startup phase we
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