This project aims to develop a smart UAV application system that integrates mobile communication and edge artificial intelligence (Edge-AI) technologies. By combining vision-language navigation with next-generation mobile networks (5G/6G) communication architecture, the system enhances UAV capabilities in autonomous decision-making, data transmission, and multi-drone coordination in dynamic environments. The research focuses on accelerating edge-AI inference, designing low-latency communication frameworks, and applying AI vision-language models for flight control and target recognition. Students will participate in system design, programming, and field testing to cultivate cross-disciplinary practical skills in AI and communication system integration.