Intel, AMD and Arm benefit because agentic AI needs far more CPUs per GPU. J.P. Morgan models the GPU-to-CPU ratio falling from 4.0x in 2024 to 1.9x by 2028, roughly doubling CPUs per GPU on top of growing GPU shipments, and that is the conservative view. TrendForce expects one or two GPUs per CPU in agentic deployments, and Intel CEO Lip-Bu Tan said some frontier labs cite four CPUs per GPU. Every orchestration step and agent sandbox runs on a CPU, and Meta gave every Muse user an always-on VM. x.com