The landscape of artificial intelligence experiencing a profound transformation, driven by the emergence of decentralized 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 centralized entity oversees all proc