XSKILL

XSKILL is a dual-stream framework designed to enhance the efficiency and flexibility of multimodal agents in open environments. By continuously learning from past execution trajectories, it enables agents to improve performance without parameter updates. The framework integrates two complementary forms of reusable knowledge: 'Experiences' for tactical guidance and 'Skills' for structured task-level planning, significantly outperforming existing baselines across various benchmarks.