In the rapidly advancing fields of drone swarms and cooperative robotics, AI agents embedded in individual drones and robots must collaborate seamlessly—such as drones flying in formation to encircle an enemy or multiple robots working together in smart factories. However, these multi-agent systems are vulnerable to disruptions caused by adverse conditions or malicious attacks, which can compromise their cooperation and operational integrity.