The realm of artificial intelligence has witnessed an unprecedented surge at a breathtaking pace. Central to this evolution are the innovations decentralized intelligence, characterized by multi-agent AI systems. These sophisticated networks of autonomous agents, each possessing distinct capabilities, collaborate in a distributed manner to solve co