The landscape of artificial intelligence experiencing a profound transformation, driven by the emergence of distributed intelligence. This paradigm shift involves the deployment of numerous AI agents that interact autonomously to solve complex problems. Unlike traditional centralized AI systems, where a single dominant entity controls all processes