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Practical guide to automating business workflows on Linux using Bash and a local LLM (Ollama) for low-cost, private, reliable AI. Covers why Linux excels, installing curl/jq/git/podman/redis, running Ollama, turning tickets into strict JSON with curl+jq, scheduling via systemd/cron, and patterns (leads, invoices, inbox, KB). Concludes with a 1-hour CTA to ship your first timer-backed script.