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An ops-first blueprint for AI-assisted Linux fleet management using familiar tools: collect Bash/sysstat/lm-sensors/smartmontools telemetry via systemd timers, run a lightweight Python IsolationForest per node to flag anomalies, and invoke safe, auditable Bash remediation; deploy with Ansible, start observe-only with guardrails, cut alert noise, catch failures early, and move toward self-healing ops.