The landscape of artificial intelligence is undergoing a radical transformation with the emergence of decentralized intelligence. This paradigm shift involves implementing multi-agent AI systems that operate independently within a distributed network. Unlike traditional centralized AI models, where all processing occurs on a single powerful server,