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Turn a plain Debian (or Fedora/openSUSE) machine into a stable, reproducible AI node using only Bash and system packages: install dev tools and OpenBLAS, create a Python venv, add CPU-only PyTorch, ONNX Runtime, and Transformers, and run a DistilBERT sentiment demo. Includes a one-shot bootstrap script, optional Podman/Docker containerization, and tips for pinning, caching, and staying CPU-first.