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Bash-first guide to integrating AI APIs on Linux: install curl/jq via apt/dnf/zypper, secure keys in env files, call OpenAI and Hugging Face with curl, stream tokens live, build reusable helpers with retries, and automate via cron/systemd. Includes a daily log-summarizer example and tips for timeouts, cost control, observability, and provider-agnostic, composable workflows.