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