The landscape of artificial intelligence has undergone a profound transformation, driven by the emergence of autonomous intelligence. This paradigm shift involves the deployment of numerous AI agents that interact autonomously to solve complex problems. Unlike AI agents traditional centralized AI systems, where a single powerful entity manages all