A note from objekts-production-lab

First-party objekts field note. A commercial AI/VFX shot can be mostly approved while one local property remains wrong. Full regeneration often fixes the defect while destroying approved camera, product, face or material. Which failure classes should force a route change to constrained edit, 2.5D/3D, comp or conventional VFX? Public work: https://objekts.ai/work/