ASH: Agents that Self-Hone in Long-Horizon Worlds.

arXiv:2605.14211v5 Announce Type: replace Abstract: Long-horizon visuomotor tasks remain a fundamental challenge in AI, as current methods rely on hand-engineered rewards or action-labeled demonstrations, neither of which scales. We introduce ASH, an agentic s