Effectively orchestrating intelligent agents within autonomous systems demands a sophisticated challenge. These agents, empowered by deep learning algorithms, must collaborate seamlessly to achieve specific goals in dynamic and often unpredictable environments. Hierarchical control architectures provide a framework for agent coordination, while rob