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A hands-on guide to running practical, private AI on Linux using only CPU and free open-source tools. It covers setup for Debian/Ubuntu, Fedora/RHEL, and openSUSE, then provides terminal-ready examples: CLI sentiment checks, log/doc summarization, zero-shot ticket triage, and a tiny terminal chatbot, plus bash shortcuts, cron/systemd automation, and troubleshooting to turn shell tasks into smart, reproducible workflows fast.