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Hands-on Linux guide to make AI containers fast: choose Docker or Podman, add NVIDIA Container Toolkit, use proven run flags (/dev/shm, memlock, CPU/NUMA pinning), keep GPUs busy (persistence, clocks, MIG/MPS), and tune storage and networking; includes apt/dnf/zypper installs, fio/ethtool tests, troubleshooting, and copy/paste examples to raise utilization and cut costs.