Diagnostic step 1
If live migration is required, replace direct passthrough with a migratable alternative: use vendor mediated devices (vGPU / MDEV) supported by the GPU vendor (NVIDIA GRID, Intel GVT-g) and ensure guest/host drivers support migration — test on non-production first