Nineteen gigabytes of my 3090 sat empty. The 3060 kept up.
Stock llama.cpp put 5.4 GB of a 177B MoE on an RTX 3090 and a 3060 kept pace; -ncmoe 29 buys 34 to 40 percent and a real 32 GB box does 8.7 tok/s. Plus a 4 GB GTX 1650 at 20 tok/s on a 35B MoE, and the MoE primer corrected in public.
Sep 14, 2026