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Hands-on Linux Bash playbook for debugging AI in Docker: align host GPU drivers with container CUDA, install NVIDIA Container Toolkit and run --gpus smoke tests, boost /dev/shm and memlock to avoid OOM, fix illegal-instruction CPU baselines, tame SELinux and bind-mount perms, and solve proxy/DNS woes; includes apt/dnf/zypper installs, Compose flags, copy-paste diagnostics, and AMD ROCm device tips.