Holding a Steady Course: Knowledge Evolution from Expertise and Lessons for Continual Agent Learning.

arXiv:2610.34043v1 Announce Type: cross Abstract: Autonomous agents are increasingly deployed across sequences of related tasks, yet they often fail to retain and improve their knowledge over time. Existing approaches convert interaction trajectories into memo