01
The build
REP FORGE uses on-device pose estimation to detect exercise phases, count repetitions, and report cadence and range without uploading the camera stream.
02
The useful idea
A fitness model should be allowed to abstain. A confident wrong rep count is worse than a visible ‘not sure’ state that helps the user reposition.