Useful Memories Become Faulty When Continuously Updated by LLMs
This work traces the regression to the consolidation step rather than the underlying experience: the same trajectories yield qualitatively different memories under different update schedules, and an episodic-only control that simply retains those trajectories remains competitive with the consolidators the authors test.