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Watch YouTube without watching it.

YouTube ingestion for the video-comprehension pipeline: grab audio or video, then brief builds an on-device transcript (Apple STT, no API bill) with an optional contact sheet and OCR timeline — enough for an agent to answer what a video says and shows without a model that can watch. Everything caches per video, so a second question about the same video is free.