The AI transformation is spurring a virtuous cycle of compute which will impact not just how we do computing, but what computing can do for us. In this talk, I will discuss some of the emerging application opportunities enabled by AI, and system-level implications that lie at the heart of this intersection of traditional high-performance computing with emerging data-intensive computing.