checklist

This article shows how to turn a copy-paste AI curl into reliable automation: a vendor-agnostic Bash template (OpenAI-compatible) with strict mode, env/secrets and optional redaction, jq-safe JSON, retries with exponential backoff, file caching, and logging; plus a Markdown batch summarizer, cron/systemd scheduling, and apt/dnf/zypper install steps for repeatable, low-cost AI workflows.