The evolution of decentralized intelligence is transforming the landscape of artificial intelligence. This paradigm shift focuses on multi-agent AI, where self-governing agents interact to accomplish complex objectives. Unlike centralized AI, which relies on a single powerful entity, decentralized intelligence spreads decision-making power across a