What to Buy for Local LLM Inference: Strix Halo, Mac Studio, DGX Spark, or a GPU Rig

A buyer's guide to local LLM hardware, ranked by the one spec that actually decides generation speed: memory bandwidth. Plus where ROCm really stands on Strix Halo.