The article presents a project called Colibri, which allows running the 744B-parameter GLM-5.2 model on a consumer-grade computer with 25 GB of RAM. The model is optimized to use disk streaming and caching to reduce memory usage. The project provides a C-based engine and a Python converter, and it supports various features like speculative decoding and batch processing. The model can be run on Windows and Linux, and it has been tested on various hardware configurations.