Effectively orchestrating intelligent agents within autonomous systems demands a complex challenge. These agents, empowered by deep learning algorithms, must interact seamlessly to achieve targeted goals in dynamic and often unpredictable environments. Hierarchical control architectures provide a framework for agent management, while robust communi