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arxiv_cs_ai · Oct 29, 2026 · paper
arxiv.orgOct 29, 2026
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In brief
Since large language model (LLM) agents rely on long-term memory, what they store now shapes what they do later. A memory manager decides how each input changes this memory and which records the agent acts on. It can fail in two ways: keeping a fact that has since changed (outdat