llama.cpp Archives - GPU Insights

Unified Memory AI Comparison (2026): DGX Spark vs Mac Studio M4 Ultra vs AMD Ryzen AI Max+ vs GMKtec EVO-X2

Last updated: May 2026. This unified memory AI comparison pits NVIDIA DGX Spark, Apple Mac Studio M4 Ultra, OEM AMD Ryzen AI Max+ 395 desktops, and the GMKtec EVO-X2 mini-PC against each other for buyers who want turnkey unified memory—not PCIe GPU surgery. Runtime claims cite dated sources where they exist: community llama.cpp threads (build … Read more

The Complete Hardware Guide for Running Powerful AI Models Locally (2026)

Building the right hardware for running powerful AI models locally is the single most consequential technical decision you’ll make as an AI practitioner in 2026. The difference between a system that handles a 70B parameter model at a usable 25 tokens per second and one that crawls at 3 tokens per second with constant RAM … Read more