First Demonstration of Multi-Agent LLM System for Million-Scale Optical Link Management in Global Production AIDCs

2026-08-24

AI Summary

本文提出了一种基于LLM的多代理系统，用于生产AIDCs中数百万光链路的自主故障管理，通过SFT和连续内存进化优化，显著减少了故障事件。

Abstract

We present the first LLM-powered multi-agent system for autonomous fault management across millions of optical links in production AIDCs. Refined via SFT and continuous memory evolution, it achieves 97.7% F1 and over 60% fault-incident reduction, outperforming SOTA LLMs on a ten-week field data evaluation.

Problem

• multi-agent system
• optical link management
• autonomous fault management
• AIDCs

Innovation

• Multi-Agent LLM System
• Optical Link Management
• SFT (Supervised Fine-Tuning)
• Continuous Memory Evolution