Effectively integrating intelligent agents within autonomous systems presents a complex challenge. These agents, empowered by machine learning algorithms, must interact seamlessly to achieve defined goals in dynamic and often unpredictable environments. Centralized control architectures provide a framework for agent coordination, while robust commu