mlsanityData to 14 Oct 2026

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

arXiv 2504.01234 ↗First posted 1 Apr 2025cs.MA physics.opticscited by 3

On the map: LLM agents and tool use → Agentic AI for wireless networks

Abstract (arXiv)

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.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Placed in Agentic AI for wireless networks, one of 16 directions in LLM agents and tool use. Builds on 4 of its 10 references that are in the map. First posted on arXiv 1 Apr 2025.

Builds on

4 of 10 references.

References · 4

  1. 2020Retrieval-Augmented Generation for Knowledge-Intensive NLP Taskscited by 9,297
  2. 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,695
  3. 2024First Field Trial of LLM-Powered AI Agent for Lifecycle Management of Autonomous Driving Optical Networkscited by 8
  4. 2022A Survey on Machine Learning for Geo-Distributed Cloud Data Center Managementcited by 2

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 2.

3 papers.

  1. 2025You Need Reasoning to Learn Reasoning: The Limitations of Label-Free RL in Weak Base Modelscited by 2
  2. 2026Agentic AI for Scalable and Robust Optical Systems Controlcited by 2
  3. 2026Toward Agentic Optical Networks: A Vision of LLM Agent-Driven Autonomous Lifecycle Managementcited by 0

Similar, not cited

Close in wording, no citation either way

  1. 2024When Large Language Models Meet Optical Networks: Paving the Way for Automation
  2. 2026First Demonstration of Multi-Agent LLM System for Million-Scale Optical Link Management in Global Production AIDCs
  3. 2026From Human Guidance to Autonomy: Agent Skill System for End-to-End LLM Deployment on Spatial NPUs
  4. 2025Towards Agentic AI Networking in 6G: A Generative Foundation Model-as-Agent Approach
  5. 2025A4FN: an Agentic AI Architecture for Autonomous Flying Networks
  6. 2025Reflection-Driven Self-Optimization 6G Agentic AI RAN via Simulation-in-the-Loop Workflows
  7. 2026ComAgent: Multi-LLM based Agentic AI Empowered Intelligent Wireless Networks
  8. 2024LLM Agents as 6G Orchestrator: A Paradigm for Task-Oriented Physical-Layer Automation