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Исследования2026年10月8日

Whose Memory Is It? Scope-Aware Commit Rules for Long-Term LLM Memory

Persistent memory allows an LLM agent to carry experience across conversations, but it also turns a local reasoning mistake into a durable one. During deliberation, an agent may consider a plan, simulate a tool result, report another speaker's belief, and then reject all of…

Hongyu Gu, Xinchang Li·arXiv — cs.AI
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Key Takeaways
  • 01.Persistent memory allows an LLM agent to carry experience across conversations, but it also turns a local reasoning mistake into a durable one
  • 02.During deliberation, an agent may consider a plan, simulate a tool result, report another speaker's belief, and then reject all of…

This material is provided as an extended analytical summary.

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Aggregated within AI Qazaqstan national intelligence stream with author attribution.

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