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A practical, shell-first guide for sysadmins to integrate AI into Bash workflows: use the 3P loop (Prompt→Pipe→Parse) to summarize logs and diffs, enforce strict JSON with validation, run safe concurrency via xargs -P, cache results in SQLite, and automate on file changes with inotify and redaction. Includes install steps, OpenAI-compatible examples, and ops guardrails for faster, safer triage, severity classification, and change reviews.