AI video models are stochastic.
Shipping edits cannot be.
Pattern: models invent assets at compile time; a compiler owns timing, lockups, and mix.
Same resolved inputs → same composition.
One-shot AI video is great at one cool clip. Campaigns need a family of variants that still look like the same brand. That’s where most pipelines quietly fall apart.