In the darkroom. This engine is still being developed and tested; details can change.
WS-009 · FR 09 · Engine Room
Consistent Model Engine
One AI model, cast once, who looks the same in every shot.
A · Free · keyword CASTING
The preset and the shotlist
The preset this engine reads and the shotlist template it fills. Enough to run one shoot by hand and see if it fits your brand.
Fig. 1 · The board
A Input slot
a casting brief (age range, look, build, style) or approved model references with consent
B Engine
- 01character-sheet
- 02shoot-model-auto
- 03vision-qc
route higgsfield · fallback gemini
C Contact sheet
a face sheet (4 close-ups) + a body sheet (6 poses) + a casting card, stored in the persona library
Data sheet
- Input
- a casting brief (age range, look, build, style) or approved model references with consent
- Output
- a face sheet (4 close-ups) + a body sheet (6 poses) + a casting card, stored in the persona library
- Models
- nano-banana-pro · soul
- Route
- higgsfield (fallback gemini)
- Command
- /fashion-shoot
- Cost per run
- ~2 sheet generations + Soul ID setup on Higgsfield
- Maturity
- Working: used in production here
Fig. 2 · Sample output
4 frames · real output from this engine
All images on this page are generated with this engine.
What it does
It casts a fictional model once and writes them down as a face sheet and a body sheet. Every later shoot uses those sheets, so the same face and build return in the lookbook, the ad and the try-on.
What you see in the post
The board: a casting card in mono (MODEL 01 · 25-30 · DARK HAIR · ATHLETIC). The face sheet develops in
four cells, then the body sheet in six. The casting card is pinned to the persona library wall, next to an
empty slot for the next shoot.
How it runs
/fashion-shoot(planned) or/character-sheetwith the casting brief.- Face sheet, then body sheet, rendered via Higgsfield;
core/studio/tools/build_casting_card.pymakes the card. - For long series: Soul ID on Higgsfield (
--model soul) trained from the sheets. - Stored in
core/studio/library/characters/.
What you get (the giveaway)
- free: the casting brief template + the sheet layout (
../weadapt-studios-products/product/studios/fashion-studio/free/) - studio: the Fashion & Model Studio for Claude Code and Codex
Honest limits
Fictional people only. No lookalikes of real people, no real person’s face without written consent. Faces can still drift in extreme angles; QC flags it. Working for the sheets; the Soul ID route is new in this repo.
