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Author

Kaichao Liang

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Preprint Aug 2026

MindMemOS: A Portable and Self-Evolving Memory Operating Layer for AI Agents

MindMemOS is presented, a portable and self-evolving memory operating layer that organizes open-world information using a unified entity property timestructure that supports scenario-adaptive memory modeling, higher-order pattern discovery, autonomous memory refinement, and continuous skill evolution.

Kaichao Liang, Yu-Qi Cui, Hao Kong et al. · 0 citations
Jul 2026

Retain or Consolidate? Budget-Dependent Operator Selection for Language Agent Memory

This work decomposes each operator's utility into a coverage effect on evidence omitted by retention and a signed replacement effect on raw evidence that already fits, which explains why the preferred action changes with relative budget pressure.

Qingcan Kang, Mingyang Liu, Shixiong Kai et al. · 1 citation

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