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A practical Linux guide to near‑native AI performance in VMs using GPU passthrough: covers why it matters (isolation, reproducibility, security), hardware needs, and a step‑by‑step setup with VFIO, KVM/QEMU, libvirt, and virt‑manager—enable IOMMU, bind the GPU, create a UEFI Q35 guest, install NVIDIA/ROCm—plus tuning, troubleshooting, and a real‑world multi‑VM workflow.