# MeshHeal: Two-Timescale Self-Healing for Gray Failures in Decentralized LLM Agent Networks

**Published:** September 25, 2026
**Author:** Keru Chen, Sen Lin, Yingbin Liang, Nathaniel D. Bastian, Shaofeng Zou
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/meshheal-two-timescale-self-healing-for-gray-failures-in-decentralized-l

arXiv:2609.29015v1 Announce Type: new Abstract: Decentralized LLM-based multi-agent systems coordinate through local interactions, but an agent can remain responsive while its task-solving quality persistently degrades. Such gray failures require protecting current tasks before…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2609.29015)

**Tags:** #arXiv

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