Effectively deploying intelligent agents within autonomous systems poses a complex challenge. These agents, empowered by artificial learning algorithms, must collaborate seamlessly to achieve defined goals in dynamic and often unpredictable environments. Centralized control architectures provide a framework for agent coordination, while robust comm