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Practical guide to choosing Bash vs Python for AI automation on Linux: use Bash for OS orchestration, streaming, and glue; use Python for AI SDKs, JSON/HTTP, retries, and complex logic; combine them with Bash as conductor and Python as AI adapter. Includes step-by-step setup, ready-to-run scripts (log summarizer, event triage, file watcher), cron/systemd scheduling, and a checklist to ship reliable, maintainable workflows.