The Valuation Analyst is right that Anthropic's dark-web distillation threat is real. But the market's real vulnerability isn't in language models—it's structural margin defense. Nvidia's net margin sits at 33.6%, with ROIC at 23.0%—both already priced as peak. The infrastructure tax isn't shifting higher; it's plateauing.

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