Academic Popular Vote — FormWings

FormWings is an on-device running form analyser built on IMU sensing and machine learning. A Nano 33 BLE (LSM9DS1) streams raw accelerometer and gyroscope data; the UNO Q Linux side runs an XGBoost classifier (with a TFLite Transformer model as fallback) to assess cadence, vertical oscillation, ground contact time, trunk forward lean, heel-strike likelihood, and impact loading rate. Modulino Thermo adds real-time environment context (temperature, humidity, heat index). Results are broadcast over BLE and visualised on a React + Vite web dashboard.