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Useful Memories Become Faulty When Continuously Updated by LLMs
LLM-updated agent memories degrade with repeated consolidation, often dropping below baselines; retaining raw episodic traces doubles accuracy versus forced consolidation.
Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 18 on Hugging Face
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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 1/5