PicoLM is an ultra-lightweight inference runtime written in pure C with zero dependencies, enabling language model inference on embedded devices like the LicheeRV Nano. It supports GGUF model files and quantization to achieve a ~80KB binary size and ~45MB runtime RAM footprint. The project serves as the local brain for the PicoClaw AI assistant framework, forming a fully offline AI agent solution without requiring cloud APIs or internet connectivity.