Collaborative AI Agents and Critics for Fault Detection and Cause Analysis in Network Telemetry

By: Syed Eqbal Alam, Zhan Shu

Published: 2026-04-01

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Abstract

This paper explores the use of collaborative AI agents and critics to enhance fault detection and cause analysis within network telemetry. The research aims to improve the efficiency and accuracy of identifying and diagnosing issues in complex network infrastructures, offering significant potential for real-world application in IT operations and network management.

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Collaborative AI Agents and Critics for Fault Detection and Cause Analysis in Network Telemetry | ArXiv Intelligence