Seedance 2.0 is impressive. It’s still not a production workflow.

Seedance 2.0 is genuinely cool — multi-shot storyboarding, quad-modal input, better character consistency than anything before it. Real progress.

But even independent tests show identity degradation kicks in past ~8 seconds. Props still morph. Lighting still drifts. We’re getting better clips, not better workflows.

No model is going to solve continuity for you internally. Not yet. So I built the production layer that goes around them. Character locks. Set locks. Voice locks. World-state tracking. QC gates. Regen loops. Agent-ready architecture that’s model-agnostic — plug in Seedance, Kling, Veo, Sora, whatever ships next.

This is what an actual AI video production pipeline looks like. Not better prompts. Infrastructure.

Free, MIT licensed: github.com/RandomNest/aivideo-production-skills

Go make your movie.