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An approachable guide to crafting a lightweight AI agent on Linux purely with Bash. It covers installing dependencies, wiring shell scripts to call local or cloud LLMs, managing prompts, context, and tools, and orchestrating tasks via cron and systemd. The article shows logging, error handling, environment security, and extensible plugins, ending with demos and performance tips.