The evolution of decentralized intelligence is disrupting the landscape of artificial intelligence. This paradigm shift focuses on multi-agent AI, where independent agents communicate to fulfill complex tasks. Unlike centralized AI, which relies on a single powerful system, decentralized intelligence decouples decision-making power across a network