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Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

This position paper argues that an integrated episodic memory system is essential for developing large language model (LLM) agents capable of sustained, adaptive operation over long periods. It proposes a biologically-inspired framework to unify existing memory approaches, enabling continuous learning and context-sensitive knowledge retention.

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