Anatomy of Agentic Memory: Taxonomy and Empirical Analysis of Evaluation and System Limitations

By: Dongming Jiang, Yi Li, Songtao Wei, Jinxin Yang, Ayushi Kishore, Alysa Zhao, Dingyi Kang, Xu Hu, Feng Chen, Qiannan Li, Bingzhe Li

Published: 2026-02-27

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Abstract

This paper delves into the structure and function of "agentic memory" in AI systems, proposing a comprehensive taxonomy and an empirical analysis of its evaluation and inherent limitations. Understanding agentic memory is crucial for developing more intelligent and adaptive AI agents capable of complex tasks and long-term interactions in dynamic environments.

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Anatomy of Agentic Memory: Taxonomy and Empirical Analysis of Evaluation and System Limitations | ArXiv Intelligence