web@bennypowers.com Benny Powers Colibri runs GLM-5.2 (744B-parameter MoE) on consumer hardware with as little as 25GB RAM. Pure C engine with zero runtime dependencies, streaming experts from disk with an LRU cache. Supports MLA attention, MTP speculative decoding, and optional CUDA GPU offloading. Install dependencies for quality benchmarks (MMLU, HellaSwag, ARC) Install the coli Python CLI for model management, chat, serving, and weight conversion JustVugg/colibri