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Modern cloud estates overwhelm SREs; this guide shows how to start practical AIOps on Linux now, evolving from Bash one-liners to guarded autonomous ops: collect NDJSON metrics, detect anomalies with Isolation Forest, trigger safe service restarts or Podman capacity boosts, forecast scaling, and schedule via systemd, cutting MTTR and costs while paving a path to eBPF, LLM runbooks, RL tuning, and policy-as-code automation.