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If LLMs Stall, Does Nvidia Break?

What "the end of scaling" really means for a $4T GPU monopoly

Dave Friedman's avatar
Dave Friedman
Dec 05, 2025
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TL;DR

  • LLM scaling is hitting limits, but that doesn’t necessarily imply falling compute demand.

  • Most plausible post-LLM architectures still look GPU-shaped.

  • Nvidia’s $4T valuation reflects a monoculture narrative: frontier LLMs —> hyperscaler capex —> Nvidia as the default accelerator supplier.

  • If Ilya Sutskever and other researchers are right, that monocul…

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