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The article explains how Bash, while not performing machine learning itself, excels at orchestrating self-learning AI workflows: automating data fetch and preprocessing, scheduling retraining with cron, managing environments, and piping data between tools. It integrates Python/R/Julia, adds logging and notifications, and emphasizes error handling, modularity, documentation, and security for devs and sysadmins.