01
Movement pipeline
- MediaPipe Holistic extracts full-body and hand landmarks
- Tracking works across multiple viewing angles
- Skeleton overlays help verify the model visually
02
Phase-aware feedback
- Load, set, rise, release, and follow-through are detected automatically
- Wrist flexion and velocity become measurable flick signals
- Issues like shallow bend or short follow-through become explicit
03
Coaching output
- Frame-by-frame review makes the analysis explainable
- Feedback is phrased around mechanics, not raw model data
- A full-stack workflow keeps analysis and review in one loop