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

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 8 қазан
**Author:** Hongyu Gu, Xinchang Li
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/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…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2610.09008)

**Тегтер:** #arXiv

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