Mar 4, 2026 · 6 min read
Building a GPU-Accelerated Subtitle Generator for My Video Library
Homelab AI
How I built a self-hosted subtitle generation pipeline using GPU-accelerated Whisper AI on my homelab — with parallel workers, VRAM-aware scheduling, automatic language detection, and a multi-layer hallucination filter. A practical faster-whisper guide for video libraries at scale.