Google, Amazon, Meta, Microsoft, and OpenAI are pouring billions into their own AI accelerators. Custom chips now claim more than a quarter of AI server shipments, even as NVIDIA posts record revenue.
Specialist GPU clouds like CoreWeave, Nebius, and Nscale are growing 200 percent a year on hyperscaler mega-deals and chip-backed debt. The open question is what the collateral will be worth when the loans come due.
Frontier AI clusters lash hundreds of thousands of GPUs into a single synchronous machine. Inside the NVLink domains, network fabric wars, oceans of fiber, and relentless hardware failures that define training at 100,000-GPU scale.