More custom silicon and rack options means AI infra gets commoditized and deployed everywhere. Google with “Frozen v2” and AMD with Helios on Azure lowers cost per token, so usage explodes. Nvidia still sells the most GPUs, but TSMC, power, cooling, and networking all win bigger. This isn’t anti-Nvidia, it’s pro-AI scale.
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