MawForge

MawForge is a local inference infrastructure designed specifically for Mixture-of-Experts (MoE) models. Instead of relying on cloud APIs or renting remote GPUs, MawForge optimizes your local hardware by treating disk as the model store and memory as an execution cache — enabling you to run massive frontier models on consumer-grade machines. The architecture is built around a privacy-first execution model: your weights, prompts, and outputs never leave your machine. MawForge supports local MoE inference with a memory execution cache that minimizes redundant disk reads and dramatically speeds up token generation after the first pass. For developers, researchers, and privacy-conscious teams who want the power of frontier models without cloud lock-in, data egress risks, or recurring API costs, MawForge offers a fundamentally different approach to AI infrastructure — one that runs on hardware you already own.