Integrates embedded AI (TinyML computer vision and reinforcement learning) into low-cost, low-power IoT devices to deliver supercomputer-like capabilities on <1W hardware. Initial application: retrofitting streetlight controllers with traffic-counting features to enable product differentiation for IoT device manufacturers and new markets.