The realm of artificial intelligence continues to transform 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 capable of distinct capabilities, coordinate in a distributed manner to solve complex tasks. C