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ResearchOctober 9, 2026

What to Admit and How to Present: Governing Persistent Memory in LLM Agents

Persistent memory can improve personalization in LLM agents but can also induce sycophancy and cross-domain leakage. We distinguish two governance decisions: admission, which determines what recalled information enters the working context, and presentation, which determines how…

Chang Liu, Deliang Ding·arXiv — cs.AI
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Key Takeaways
  • 01.Persistent memory can improve personalization in LLM agents but can also induce sycophancy and cross-domain leakage
  • 02.We distinguish two governance decisions: admission, which determines what recalled information enters the working context, and presentation, which determines how…

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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