The emergence of decentralized intelligence is disrupting the landscape of artificial intelligence. This paradigm shift pivots on multi-agent AI, where self-governing agents collaborate to accomplish here complex goals. Unlike centralized AI, which relies on a single powerful core, decentralized intelligence distributes decision-making power across