Reading movement without heavy labelling.

• Ordinary video is enough. Pose and hand landmarks come straight from the footage — no markers, no wearables, no motion lab.
• The meaning comes out as text. Movement is turned into named findings with a severity, a confidence and the moment it was seen.
• No large labelled dataset has to be built before any of this works.