MGA Agent — Managed Manual Generation via the Agents API

The MGA agent turns a procedure video into an ordered manual with timestamps. You hand the platform an .mp4; it samples frames, transcribes the audio, fuses both in one pass, and returns steps you can trace back to the recording:

video ─► sample frames ─┐
                        ├─► newton-fusion f1-0 ─► parse ─► steps + timestamps
        whisper ASR ────┘

MGA V1 is zero-shot. The mga blueprint pins its own models (newton-fusion:1.0 and whisper:large-v3), so unlike osm/red there is no classifier to fit and no artifacts map to pass. A run is upload → bundle → run → download.