Running LLMs Without a GPU: What's Actually Possible

The honest numbers on CPU, NPU, and iGPU inference — what runs, how fast, and when to stop pretending. Last year a friend who runs a small consulting firm in Dubai asked me what GPU he needed to "run AI locally." He had a budget in mind and had already been quoted a four-figure price tag for a workstation. I asked him what he actually wanted to...