Effectively deploying intelligent agents within autonomous systems presents a complex challenge. These agents, empowered by machine learning algorithms, must collaborate seamlessly to achieve targeted goals in dynamic and often unpredictable environments. Decentralized control architectures provide a framework for agent coordination, while robust c