ai workflow automation

Hands-on guide to bolt AI onto Linux workflows—no frameworks—using Bash, curl, and jq: build a tiny ai.sh client, then ship three automations (rolling log summaries, git-based release notes, auto-tagged Markdown via file watchers), schedule with systemd timers, and scale with caching, parallelization, spend controls, and security hygiene; LLMs do the text work, Bash is the glue.