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 proposes a system of collaborative AI agents and critics designed for fault detection and cause analysis in network telemetry. This has direct and significant real-world applications in IT operations, network monitoring, and cybersecurity, enabling faster and more accurate identification and resolution of network issues, leading to improved system reliability and reduced downtime.

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