Learn your normal, catch the odd

Move normally for ten seconds — the accelerometer on a phone, the mouse on a laptop — and an isolation forest learns what your motion looks like. Then it watches live: every jolt that does not fit what it learned gets flagged in red, with an adjustable threshold. Nobody labeled anything: odd is defined only by how easy it is to isolate.