AIOps Evolution: From Reactive to Autonomous Cloud Network Operations

A recent publication on arXiv (2608.14574) explores the progression of AI operations (AIOps) within cloud network infrastructure, highlighting the shift from manual troubleshooting to complete autonomy in incident resolution. The authors, leveraging their experience in hyperscale production, introduce a maturity model consisting of five operational generations, examine the technical and organizational challenges faced during transitions, and outline readiness metrics. The research pinpoints architectural patterns and critical inflection points that facilitated each generational advancement, stressing that achieving autonomy requires not only technical solutions but also significant organizational transformation. This study offers a framework for comprehending and realizing autonomous operations, relevant for cloud service providers and network engineers alike.