Posture — Real-Time Movement Coaching
A real-time computer-vision prototype that flags posture deviations from live video.

Overview
You can't fix posture you can't see. Posture is a computer-vision prototype that watches your movement in real time and tells you the moment you start to slump.
Using pose estimation, the app tracks key body landmarks from a live video stream, measures alignment against a baseline, and flags deviations with instant feedback — the latency low enough to feel responsive rather than laggy.
It's a working proof of concept for a wellness product: the hard parts — reliable landmark tracking, deviation logic, and responsive feedback — are solved and demonstrable.
At a glance
Poor posture is common and nearly impossible to self-correct without live feedback.
A real-time computer-vision app using pose estimation to detect and flag posture deviations from video.
A working consumer prototype delivering instant feedback — a foundation for a wellness product.
Highlights
- Real-time pose estimation from a live video stream
- Alignment scoring against a personalized baseline
- Instant, low-latency feedback on posture deviations
- A demonstrable foundation for a consumer wellness app