First Field-Trial Demonstration of L4 Autonomous Optical Network for Distributed AI Training Communication: An LLM-Powered Multi-AI-Agent Solution

Yihao Zhang; Qizhi Qiu; Xiaomin Liu; Dianxuan Fu; Xingyu Liu; Leyan Fei; Yuming Cheng; Lilin Yi; Weisheng Hu; Qunbi Zhuge

First Field-Trial Demonstration of L4 Autonomous Optical Network for Distributed AI Training Communication: An LLM-Powered Multi-AI-Agent Solution

Multiagent Systems 2025-10-21 v2 Optics

Authors: Yihao Zhang , Qizhi Qiu , Xiaomin Liu , Dianxuan Fu , Xingyu Liu , Leyan Fei , Yuming Cheng , Lilin Yi , Weisheng Hu , Qunbi Zhuge

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Abstract

We demonstrate the first cross-domain cross-layer level-4 autonomous optical network via a multi-AI-agent system. Field trials show ~98% task completion rate across the distributed AI training lifecycle-3.2x higher than single agents using state-of-the-art LLMs.

Keywords

autonomous optical network distributed AI training LLM multi-agent system L4 autonomy task completion cross-domain communication

Cite

@article{arxiv.2504.01234,
  title  = {First Field-Trial Demonstration of L4 Autonomous Optical Network for Distributed AI Training Communication: An LLM-Powered Multi-AI-Agent Solution},
  author = {Yihao Zhang and Qizhi Qiu and Xiaomin Liu and Dianxuan Fu and Xingyu Liu and Leyan Fei and Yuming Cheng and Lilin Yi and Weisheng Hu and Qunbi Zhuge},
  journal= {arXiv preprint arXiv:2504.01234},
  year   = {2025}
}

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Accepted by 51st European Conference on Optical Communication (ECOC 2025), paper W.02.01.177

First Field-Trial Demonstration of L4 Autonomous Optical Network for Distributed AI Training Communication: An LLM-Powered Multi-AI-Agent Solution

Abstract

Keywords

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