An offline AI coach for practice drives before the DMV road test. A vision model on the Snapdragon NPU reads the dashcam video while a numpy layer tracks the car's motion; a state machine combines the two into possible mistakes. An Arduino UNO Q signals each one live — LEDs, vibration, a strike counter — and the drive ends in a report. The video never leaves the laptop.