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Practical guide for Ubuntu administrators to run a fast, private AI assistant directly in the terminal using Ollama plus jq, ripgrep, fzf, parallel, and sysstat. Covers apt/dnf/zypper installs, small Bash helpers (llm, llm_bash, llm_yaml), and reproducible workflows for SSH log triage, safe Bash one-liners, Ansible task generation, alert dedupe, and quick capacity checks—with guardrails, review-first commands, and troubleshooting tips.