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Nvidia has shifted from selling chips to selling AI factories, using full-stack hardware, networking, and CUDA to capture more of each data center buildout.
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Nvidia has shifted from chip seller to AI infrastructure provider, bundling compute, networking, and software into rack-scale systems with software-like margins.
The old abundance regime is over as capital starvation, longer mine lead times, and weaker supply elasticity turn commodities into a hard-constraint market.
The U.S. beef cow herd is the smallest since 1951, leaving ranchers unable to rebuild supply quickly after drought-led culling.