devops tooling

The piece argues Bash is still vital in AI-era workflows: it reliably glues data prep, training, evaluation, and deployment; automates end-to-end pipelines and CI/CD; orchestrates containers, GPUs, and cloud jobs; and boosts reproducibility. As a portable, fast layer around Python and CLI tools, Bash enables quick ops, batch processing, and server automation while keeping workflows transparent and maintainable.