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A hands-on guide for Linux Bash users to create reproducible, isolated AI environments with KVM/libvirt. It explains why VMs still matter in 2026, provides a distro-agnostic setup, and details three case studies: a scalable CPU inference farm, a single-GPU passthrough dev VM, and a Jupyter research sandbox. Includes cloud-init snippets, performance tuning (hugepages, virtio/virtiofs, pinning), troubleshooting, and a call to action.