Intel

“Inference (the model thinking, on GPUs) is a small part of agent work. Most is execution on CPUs: scheduled checks, storage and retries that keep running after the chat ends. Intel sees the CPU-to-GPU ratio moving from about 1:8 in training to 1:1 for agents.”

“Intel® GPU D-series — Memory-rich AI inference without HBM (76 votes)”