CSM AI output is a starting point, not proof that an asset is production-ready. A artifact repair pass should distinguish generation artifacts from deliberate form before anyone spends time polishing the result.
For CSM AI output, keep the artifact repair pass focused on floating fragments, fused surfaces, and holes and intersections. Make one controlled change at a time and retain enough evidence for another person to repeat the decision.
Separate intentional detail from floating fragments, fused parts, holes, duplicated surfaces, and texture projection errors. Apply this artifact repair guidance to the actual CSM AI output delivery path.