FALCON is an innovative research project transforming emergency communications through AI-powered, autonomous flying networks. By combining UAVs with advanced Large Language Models, FALCON enables real-time perception and decision-making to dynamically configure wireless networks—ensuring resilient, zero-touch connectivity during critical situations.