
Local MoE LLMs without a server GPU: RAM, VRAM, and what you need in 2026
Why Mixture of Experts needs huge memory even with few active parameters, how offload and quantization change the home build, and why 64 GB RAM + 16 GB VRAM is a serious local AI start.

