An embedded robotics project that translates physical human gestures into real-time robot locomotion and control commands. The system utilizes motion sensors and computer vision algorithms to capture hand orientations, process kinematic data, and wirelessly transmit directional motor control signals to a microcontroller-driven robotic chassis for intuitive, hands-free navigation.