aiassisted troubleshooting

Explores how AI will reshape troubleshooting, moving from reactive ticketing to proactive, self-healing systems. By fusing LLMs, telemetry, and knowledge graphs, AI accelerates root-cause analysis, predicts failures, and recommends explainable fixes. Human-in-the-loop guardrails, privacy-by-design, and better tooling cut downtime while evolving ops roles, skills, and collaboration.