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Reproducible Docker + NVIDIA GPU setup on Ubuntu for CUDA and PyTorch workloads. Covers NVIDIA Container Toolkit, GPU passthrough, explicit CUDA verification, and debuggable container workflows. Designed for correctness, reproducibility, and ML infrastructure work.