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Holding a Steady Course: Knowledge Evolution from Expertise and Lessons for Continual Agent LearningAutonomous 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 memories or re...