XSkill: Continual Learning from Experience and Skills in Multimodal Agents

This paper introduces XSkill, a dual-stream framework enabling multimodal agents to continually learn from visually-grounded task-level skills and action-level experiences without explicit retraining. This approach improves agent performance by enhancing tool-use efficiency and flexibility.