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