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Explores how AI augments Ansible-based network automation, turning telemetry and intent into safer, faster changes. It outlines patterns for integrating ML/LLMs with playbooks and inventories, closed-loop validation, anomaly detection, and policy compliance. The piece highlights toolchain options, guardrails, and CI/CD workflows, and offers best practices and a roadmap to pilot, scale, and govern AI-driven ops.