We have developed new Edge AI technologies for infrastructure-assisted autonomous driving, including real-time deep model inference, collaborative perception, and heterogeneous traffic sensor fusion. This technology have been validated through the smart lamppost testbed we deployed on The Chinese University of Hong Kong (CUHK) campus.