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Guide for Bash-first Linux admins to add AI to web monitoring: explains how dynamic, multi-signal anomaly detection reduces false alarms, then shows two paths—quick win with Netdata’s on-node anomaly scoring and a DIY Nginx log detector (Bash+Python IsolationForest)—plus automated context capture and Slack alerts, all local, fast to deploy, and focused on catching real issues early.