The landscape of artificial intelligence has undergone a profound transformation, driven by the emergence of distributed intelligence. This paradigm shift involves the deployment of numerous AI agents that cooperate autonomously to achieve sophisticated goals. Unlike traditional centralized AI systems, where a single centralized entity oversees all