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 tackle intricate challenges. Unlike traditional centralized AI systems, where a single dominant entity oversees all process