1、 1 The future of AI is hybrid May 2023 Part II:Qualcomm is uniquely positioned to scale hybrid AI 2 1 Executive summary.3 2 Qualcomm Technologies is the leader in on-device AI.3 2.1 Sustained innovation.4 2.1.1 Our AI history.4 3 Our leadership in on-device generative AI.4 3.1 Pushing the boundaries

2、 of on-device and hybrid AI.5 3.2 Responsible AI.5 4 Superior on-device AI technology with full-stack optimization.6 4.1 Algorithms and model development.7 4.2 Software and model efficiency.7 4.2.1 Quantization.8 4.2.2 Compilation.9 4.3 Hardware acceleration.9 5 Unmatched global footprint and scale

3、at the edge.11 5.1 Handsets.11 5.2 Automotive.12 5.3 PC and tablets.12 5.4 IoT.12 5.5 XR.12 6 Conclusion.12 3 1 Executive summary As we previously established,the future of AI needs to be hybrid,with AI processing distributed between the cloud and devices.A hybrid AI architecture,or running AI on de

4、vice alone,offers benefits with regards to cost,energy,performance,privacy,security,and personalization at a global scale.Qualcomm is enabling intelligent computing everywhere.As the on-device AI leader,Qualcomm Technologies is uniquely positioned to scale hybrid AI with industry-leading hardware an

5、d software solutions for edge devices,spanning across billions of phones,vehicles,XR headsets and glasses,PCs,IoT,and more.Our hardware offers industry-leading performance per watt,exemplified by our mobile solutions being approximately 2X higher than the competition.Our perpetual flywheel of innova

6、tion due to our fundamental research and our full-stack on-device AI optimization across AI applications,models,hardware,and software keeps us at the forefront of on-device AI solutions.Qualcomm Technologies also enables developers by focusing on ease of development and deployment across the billion