A camera on a pole counts motorbike taxis at a Kigali crossing, running a detector on a small board with no cloud and a 33 ms budget per frame. Stack up where the time goes, trade model size, resolution and number precision against accuracy, and watch frames drop when the budget is blown. This lesson needs JavaScript.