Nvidia's ARM CPUs reshape AI inference on laptops

Nvidia is moving beyond GPU dominance into CPU design with ARM-based processors arriving this fall, positioning them specifically for running local AI agents—a direct challenge to Intel and AMD's laptop market. The advantage isn't the ARM architecture itself, but CUDA's ability to unify compute across Nvidia's entire stack, letting developers write once for GPUs and CPUs without rewriting code. That locks both hardware and software ecosystem together. Nvidia is betting it can own the shift toward client-side inference end-to-end rather than let x86 competitors capture it.