The paradigm of artificial intelligence appears to be undergoing a profound transformation. Traditionally, centralized AI systems functioned under the direction of a central authority, processing inputs and generating outputs. However, a new era is emerging, characterized by decentralized intelligence, where independent actors collaborate to accomp