VGA

How I use self-hosted Whisper for Open WebUI dictation, voice calls and long recordings, what everyday use broke, what I changed and what is still unexplained.

How I test Whisper speech-to-text accuracy in four languages with FLEURS, Common Voice and word error rate (WER), and why my gates rejected all three changes.

How I build and release Intel GPU speech-to-text containers with OpenVINO, GitLab CI and Harbor, then verify the tested digest is running in Kubernetes.

I moved Whisper from a CPU-hungry service to idle Intel iGPUs. OpenVINO made it useful; passthrough, warmup, queueing and routing made it operable; repaired speed comparisons showed the real gain.

How to use PVE to run Windows desktops with GPU passthrough

Fix black screen and kvm: VFIO_MAP_DMA failed: Invalid argument during Radeon RX 7900 XTX GPU passthrough on Proxmox VE: explicit vBIOS romfile, rombar=0, and a working Windows gaming VM