skill-generalization

X-Tree recovers reusable skill hierarchies directly from agent trajectories (no LLM calls) and integrates them into offline RL, online RLVR, and on-policy self-distillation, improving success rates on WebArena, ScienceWorld, and WebShop by up to 5.8% over standard training recipes at matched data and budget.