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Unified single-pass generation gives excellent per-take sync but ties vocal identity to each individual seed. Also known as Acoustic coupling. A form of failure mode in cinematography.
Within Numonic's Cinematography vocabulary, Audio-video coupling sits under failure mode, alongside related concepts such as Drift inheritance, Environment lock, and Identity popping.
Numonic captures failure mode like Audio-video coupling as structured metadata, so every take stays linked to the prompt and settings that produced it.
Numonic captures the prompt, seed, and node graph behind each ComfyUI generation automatically, so the result you nailed today is still reproducible next month.