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Paper maps evolution of AI operations in cloud networks from manual to autonomous

This paper details the evolution of AI operations (AIOps) within cloud network infrastructure, charting a course from manual troubleshooting to fully autonomous incident resolution. It introduces a maturity model with five operational generations, analyzing the technical and organizational hurdles that hinder progress between them. The research emphasizes that achieving autonomous operations requires a holistic approach, integrating advancements in tooling, trust frameworks, knowledge management, and operational culture. AI

IMPACT Provides a roadmap for infrastructure organizations to adopt progressively autonomous AI operations.

RANK_REASON Academic paper detailing a conceptual model and evolution of AIOps. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Paper maps evolution of AI operations in cloud networks from manual to autonomous

COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Arun Malik ·

    From Reactive to Autonomous: Evolution of AI Operations in Cloud Network Infrastructure

    arXiv:2608.14574v1 Announce Type: cross Abstract: The operational model for cloud network infrastructure has undergone a fundamental transformation over the past decade. What began as manual, human-driven troubleshooting has evolved through scripted automation, rule-based systems…