M-Pilot uses a small, controllable language model to guide a large, complex language model through complex tasks, improving its reasoning, planning, and personalization capability.

This paper presents HumanoidGen, an automated task creation and demonstration collection framework that leverages atomic dexterous skills and LLM reasoning to generate relational constraints.