Yunjue Agent is an agent framework enabling in-situ self-evolution with zero-start initialization. It allows LLM-based agents to adapt, learn, and create tools when facing unknown tasks. The system provides full reproducibility and is designed for open-ended problem solving in autonomous agent scenarios.