timesaving

Hands-on guide to four Bash-first, privacy-first AI automations for Linux: a Git hook that drafts commit messages from diffs, aiman Q&A grounded in man pages, hourly journalctl summaries via a systemd user timer, and an explain function that de-risks shell one-liners. Runs locally with Ollama, includes apt/dnf/zypper installs, an AI() swap-in for other backends, tips, and troubleshooting.

A practical, shell-first guide to using AI in Bash so you stay in the terminal: install minimal prerequisites plus either local Ollama or cloud llm, then add five safety-first helpers for English→command (with confirm), command explanations, auto Git commit messages, awk/sed/jq one-liners, and man-page summaries. Includes cross-distro setup and pro tips for dry-runs, control, and speed.