The paradigm of artificial intelligence is undergoing a profound transformation. Traditionally, centralized AI systems functioned under the control of a central authority, processing data and generating outputs. However, a new era is upon us, characterized by decentralized intelligence, where independent actors interact to realize common goals. Th