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Foundation Models Are Capturing $21B+ Above Hardware

The same structural pattern is emerging in coding ($7.37B market) and robotics ($14B valuation): foundation model layers capture disproportionate value above commoditizing hardware while end-users become interchangeable. NVIDIA is the only player controlling both layers, positioning it as the strategic monopoly of the physical AI era.

foundation-modelsnvidiavalue-captureplatform-economicsskild1 min readMar 7, 2026
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