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A practical guide to running AI entirely from Bash: use curl/jq to call OpenAI-compatible APIs, stream tokens, or host a local llama.cpp server; automate real tasks like Slack-ready log summaries, ticket classification, Markdown translation, and templated prompts; harden with retries, cron, and logs; add a simple note-based context helper, plus setup, security, and troubleshooting tips.