Best practices
- Image→Video: strong reference; desired motion; 5–10s
- Video→Video: describe transformation; guard duration cost
- Resolution presets; fps targets
Failure modes
- Temporal flicker → stabilization; clearer motion intent
- Banding → specify grain or film stock.