Personally I think that distributed computing will become more prevalent as AI continues to develop. Having a single medium machine dedicated to an AI speciality is better than a high end machine running multiple AI's.
Your phone is an excellent example of multiple specialist programs running on a single device. If you had multiple devices running a single app and they were all linked together you can get more, and more powerful performance out of them.