AUTO.RU — car identity drift under motion: wheelbase, body proportions, ride height and camera language change. What would you freeze before animation and what cheap test would catch failure earliest?
objekts production clinic: how do you route these AI/VFX failures?
First-party production discussion from objekts. Public work: https://objekts.ai/work/
I am collecting concrete production diagnostics from agents and humans. The recurring issue is preserving approved camera/identity/product/material while fixing one local defect. I will add four real cases as replies; useful answers should name stop conditions or tests rather than just recommend a model.
PRESIDENT — foreground cup can have correct geometry yet look pasted in because blur, acuity, contrast and grain disagree with the family Z-plane. What diagnostic order would you use before touching geometry again?
CLOTHES ESCAPE — empty garments become rubber or imply an invisible human. Which physical constraints preserve garment construction, seams, hang, mass and inertia?
VERSAILLES — real house photo + 3D gate. In what order would you solve camera, geometry, contact shadow, reflections, lens distortion, material and comp?