video-content-analysis produces a manifest-led artefact pack from one video file. Downstream specialists (qualitative-coding-specialist, intersectionality-analyst, gender-transformative-assessor, sbcc-campaign-mel-specialist) consume the manifest directly. When to use Trigger for any request that names a video, recording, FGD, webinar, training session, or SBCC clip and asks for transcript, summary, speaker analysis, or downstream coding. Trigger when Ane types directly. Do not trigger for live audio capture (file-based only in v1) or non-video media (audio-only files are out of v1 scope). Re…