Self-Adaptive Robots Enhancing Robot Reliability: Human-in-the-Loop AI for Proactive Uncertainty Analysis Explore RoboULM, a human-in-the-loop AI methodology using LLMs and a comprehensive taxonomy to identify and mitigate uncertainties in self-adaptive robots at the design stage, enhancing safety and operational reliability.