This document discusses the increasing role of computation in knowledge generation across various fields like astronomy and discusses some principles of computation. It also outlines some grand challenges including developing an integrated model called CIM-EARTH to study economic and resource trajectories for humanity using large data, computers, and an open community process. The document concludes by noting that computing on a large scale is often more important than small-scale computing and that the world still includes many analog components beyond just the digital.