Hard-conditioning (also called Hard-conditioning latents) is a term in Cinematography, a type of conditioning and guidance. The starting frame compressed into latents that act as the literal physical denoising state the model extends.
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.