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Amid AI hype, Bash remains the indispensable, ubiquitous, composable, reproducible, and fast glue of ML/LLM pipelines: stream and shape data with curl+jq; call APIs with safe JSON, retries, and logging; batch and parallelize with GNU parallel; harden with set -euo pipefail, traps, and Makefiles; cleanly orchestrate Python; plus a practical checklist to start now.