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Hands-on, Bash-first guide to virtualizing AI on Linux: explains benefits (reproducibility, isolation, portability, safety) and walks through KVM/QEMU/libvirt setup with OVMF, IOMMU/VFIO GPU passthrough or MIG/vGPU, CPU host-passthrough, HugePages, virtio storage, bridged networking, cloud-init automation, monitoring and snapshots—complete with copy-paste commands, sanity-check scripts, and real-world examples.