GPU Worker
Kaggle T4 16GB (cloud, auto-restart)
LLM
Qwen3-8B via Ollama (VPS)
Scene Images
Stable Diffusion 1.5 (GPU worker)
Motion
Ken Burns camera (FFmpeg)
Voice
edge-tts neural TTS (auto-fallback)
Music
MusicGen (Meta, small)
Lip Sync
Wav2Lip (talking heads)
Composite
FFmpeg (mux + duck)