multiview-fit-looplisted

# 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 Before forcing adjustments, check whether the supplied orthographic templates are mutually consistent. A single rigid 3D model cannot simultaneously satisfy contradictory physical ratios, for example if side view says total depth is 0.39 of height but top view says depth is 0.98 of width. When this occurs, stop claiming final fit, write a conflict report, and create separate variants or ask which view is canonical. ## Hard gates - all required views have validation reports and overlays; - bbox center drift <= 1.5% of image width; - bbox size drift <= 3% for front, <= 5% for side/top/back first-pass depth; - structural part count exact; - texture UV regions still valid after geometry changes. ## View mask rule For annot