The MAITRE project explores the convergence of Artificial Intelligence (AI) and Digital Twin (DT) technologies to optimize the operation of wireless ad hoc networks, including satellite, UAV, sensor, and massive IoT systems. These networks underpin modern communications but remain highly dynamic and unstable due to fluctuating traffic, topology, and resource availability, making real-time control and testing costly and complex.