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A practical guide to building an explainable, lightweight AI pipeline for Linux fleet management using Bash and open-source tools: collect CPU/memory/temp/SMART telemetry, centralize via a tiny HTTP collector, detect per‑host anomalies with Isolation Forest, and trigger safe automated remediation. Deploy in hours, scale to hundreds, and cut outages—e.g., early SMART‑based disk failure alerts and fewer 3 a.m. incidents.