Introduction: The Rise of Distributed AI at the Edge The relentless march of technology has pushed computational power closer to the source of data generation, giving rise to edge computing. This paradigm shift, where data is processed near the edge of the network rather than in centralized data centers, is revolutionizing industries from healthcare to