External memory does not eliminate continual learning challenges in LLM agents but reshapes them into issues of memory representation and retrieval design, with abstract memories aiding transfer while organization choices induce forgetting.
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When Continual Learning Moves to Memory: A Study of Experience Reuse in LLM Agents
External memory does not eliminate continual learning challenges in LLM agents but reshapes them into issues of memory representation and retrieval design, with abstract memories aiding transfer while organization choices induce forgetting.