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