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