Multi-Agent Memory from a Computer Architecture Perspective: Visions and Challenges Ahead
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arXiv
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| Format: | Preprint |
| Veröffentlicht: |
2026
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| _version_ | 1866908923093581824 |
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| author | Yu, Zhongming Yu, Naicheng Zhang, Hejia Ni, Wentao Yin, Mingrui Yang, Jiaying Zhao, Yujie Zhao, Jishen |
| author_facet | Yu, Zhongming Yu, Naicheng Zhang, Hejia Ni, Wentao Yin, Mingrui Yang, Jiaying Zhao, Yujie Zhao, Jishen |
| contents | As LLM agents evolve into collaborative multi-agent systems, their memory requirements grow rapidly in complexity. This position paper frames multi-agent memory as a computer architecture problem. We distinguish shared and distributed memory paradigms, propose a three-layer memory hierarchy (I/O, cache, and memory), and identify two critical protocol gaps: cache sharing across agents and structured memory access control. We argue that the most pressing open challenge is multi-agent memory consistency. Our architectural framing provides a foundation for building reliable, scalable multi-agent systems. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2603_10062 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Multi-Agent Memory from a Computer Architecture Perspective: Visions and Challenges Ahead Yu, Zhongming Yu, Naicheng Zhang, Hejia Ni, Wentao Yin, Mingrui Yang, Jiaying Zhao, Yujie Zhao, Jishen Hardware Architecture Artificial Intelligence Multiagent Systems As LLM agents evolve into collaborative multi-agent systems, their memory requirements grow rapidly in complexity. This position paper frames multi-agent memory as a computer architecture problem. We distinguish shared and distributed memory paradigms, propose a three-layer memory hierarchy (I/O, cache, and memory), and identify two critical protocol gaps: cache sharing across agents and structured memory access control. We argue that the most pressing open challenge is multi-agent memory consistency. Our architectural framing provides a foundation for building reliable, scalable multi-agent systems. |
| title | Multi-Agent Memory from a Computer Architecture Perspective: Visions and Challenges Ahead |
| topic | Hardware Architecture Artificial Intelligence Multiagent Systems |
| url | https://arxiv.org/abs/2603.10062 |