Algorithms
Video consistency algorithms
How Studio Academy (and Cinematic Studio) keep faces, wardrobe, light, and motion stable across stills and multi-clip video — from DNA inject to chain QA.
Consistency pipeline
Order of operations — skip a stage and drift compounds
These are orchestration algorithms (contracts + gates), not proprietary model weights. They sit on top of Grok Imagine generation and decide what is allowed to generate next.
9 of 9 algorithms
pre
Critical
Character DNA inject
Prefix every prompt with a frozen face/wardrobe contract.
Inputs
- refs
- face_lock
- wardrobe_lock
- age_band
- transform flags
Outputs
- CHARACTER_DNA block
- inject_block string
Steps
- 01Extract distinctive adult features and wardrobe into structured fields.
- 02Emit [CHARACTER_DNA id] … [/CHARACTER_DNA] inject.
- 03Prepend inject to every still and video packet for that character_id.
- 04If wardrobe must change, set transform_allowed and write Transform Track.
Fails when
- ×Inject omitted on later shots
- ×face_lock too vague (“pretty woman”)
- ×transform_allowed false but wardrobe freestyles
Studio agents
Identity Lock Specialist
Imagine Prompt Master