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Pragmatic guide for Linux ops to cut toil with AI, using bash-first tools and human-in-the-loop safeguards. Install curl/jq/git/Podman via apt/dnf/zypper, wire an ai_chat helper to OpenAI or local Ollama, then ship four quick wins: nlsh (safe NL-to-shell), hourly log triage (systemd), AI Conventional Commits (git hook), and a runbook Q&A CLI, plus security tips and rollout best practices.