Teach it three signs.

Allow the camera, then hold a pose and tap Teach three or four times.

MobileNet turns each frame into a 1024-number fingerprint; the KNN head just remembers the ones you label — which is why three examples per sign is enough. The winning class index goes out as GESTURE:2, and the firmware fades an RGB LED to that color.