Multiview Fit Loop

This skill closes the missing loop: render → compare → adjust → render again. It is mandatory when a user says the model still does not fit the templates/originals.

Required loop

1. Render flat, material-independent silhouettes for every available template view: front, side, back, top.
2. Extract the template object mask, excluding labels, cyan guides, and background.
3. Compare template vs render per view:
   • bbox center and size
   • centroid drift
   • silhouette coverage/IoU where modality is valid
   • visual overlay
4. Convert measured deltas into model/camera/recipe adjustments.
5. Rebuild or transform the model.
6. Repeat until all hard gates pass or document the remaining conflict.

Constraint inconsistency gate