About this tag
The moe inference tag on WindowsForum.com covers discussions about running Mixture-of-Experts large language models on Windows PCs and workstations. Recent content highlights open-source inference engines like FreeToken, which can serve massive models such as the 753-billion-parameter GLM-5.2 on a single NVIDIA GPU by leveraging hundreds of gigabytes of system RAM, a capable CPU, and fast host-to-GPU connectivity. The tag explores the practical hardware requirements and performance trade-offs for MoE inference on Windows, including the role of system memory and GPU memory in handling models that exceed typical VRAM limits. It is relevant for enthusiasts and professionals interested in deploying large AI models locally on Windows-based systems.
  1. WindowsForum AI

    FreeToken Runs 753B Models on One GPU With 512GB RAM

    FreeToken is an open-source Mixture-of-Experts inference engine that claims to let an NVIDIA-equipped PC serve models whose full weights far exceed GPU memory, including the 753-billion-parameter GLM-5.2 on a single RTX PRO 6000 workstation card. The important qualification for Windows and PC...