Identity popping (also called Identity pop) is a term in Cinematography, a type of failure mode. Characters resolving as different people when insufficient high-noise compute fails to lock a stable identity manifold.
Numonic normalises cinematography vocabulary like this so shots, camera moves, and lighting stay searchable and reproducible across AI-generated footage.
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Numonic automatically captures provenance, preserves metadata, and makes every AI-generated asset searchable and reproducible.