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

Fuente: arXiv
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Main Authors: Zhang, Yihao, Qiu, Qizhi, Liu, Xiaomin, Fu, Dianxuan, Liu, Xingyu, Fei, Leyan, Cheng, Yuming, Yi, Lilin, Hu, Weisheng, Zhuge, Qunbi
Format: Preprint
Published: 2025
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author Zhang, Yihao
Qiu, Qizhi
Liu, Xiaomin
Fu, Dianxuan
Liu, Xingyu
Fei, Leyan
Cheng, Yuming
Yi, Lilin
Hu, Weisheng
Zhuge, Qunbi
author_facet Zhang, Yihao
Qiu, Qizhi
Liu, Xiaomin
Fu, Dianxuan
Liu, Xingyu
Fei, Leyan
Cheng, Yuming
Yi, Lilin
Hu, Weisheng
Zhuge, Qunbi
contents 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.
format Preprint
id arxiv_https___arxiv_org_abs_2504_01234
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle First Field-Trial Demonstration of L4 Autonomous Optical Network for Distributed AI Training Communication: An LLM-Powered Multi-AI-Agent Solution
Zhang, Yihao
Qiu, Qizhi
Liu, Xiaomin
Fu, Dianxuan
Liu, Xingyu
Fei, Leyan
Cheng, Yuming
Yi, Lilin
Hu, Weisheng
Zhuge, Qunbi
Multiagent Systems
Optics
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.
title First Field-Trial Demonstration of L4 Autonomous Optical Network for Distributed AI Training Communication: An LLM-Powered Multi-AI-Agent Solution
topic Multiagent Systems
Optics
url https://arxiv.org/abs/2504.01234