As computational tools increase in capability, and decrease in
difficulty, the process of discovery in computational astrophysics is
changing. In this talk, I will describe a particular application of
these computational tools: understanding the formation of the first
stars and galaxies. I will continue by describing the self-organizing
communities that are growing around software and computational tools,
spanning both academic institutions and fields of study, and possible
future directions for these communities.