The realm of artificial intelligence is rapidly evolving at a breathtaking pace. Central to this evolution is the emergence decentralized intelligence, characterized by multi-agent AI systems. These sophisticated networks of autonomous agents, each possessing distinct capabilities, interact in a distributed manner to solve complex problems. Unlike