Scale and orientation drift is a term in 3D Composition, a type of 3d failure mode. Generated meshes carry no inherent real-world scale or up-axis; both must be standardised on ingest.
Numonic tracks 3D vocabulary like this so meshes, textures, and their source stills stay linked and reproducible through the generation pipeline.
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See AI Asset Management in Action
Numonic automatically captures provenance, preserves metadata, and makes every AI-generated asset searchable and reproducible.