The Futurum Group’s Ron Westfall assesses Qualcomm’s outlook that hybrid AI is essential to the future AI as the hybrid AI architecture distributes and administers AI workloads among cloud and edge devices, rather than processing in the cloud only, enabling the cloud and edge devices, including smartphones, IoT devices, and PCs to work together at providing more powerful, efficient, and highly optimized AI.