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Hands-on Bash-first guide for Linux tinkerers to build reliable, private, edge AI IoT on modest hardware. Covers why on-device AI matters, cross-distro setup (apt/dnf/zypper), and three reproducible projects: TFLite webcam classifier, MQTT+Node‑RED wiring, and vibration anomaly detection with Isolation Forest. Adds systemd services, MQTT security/tips, and next steps to publish to MQTT, build dashboards, and scale.