Abstract: It is practical today to build billion-core computing systems for dedicated use by individual academic research centers. This is a radical development that enables open research communities to do very advanced computational science. We sketch the hardware and software involved, which are based on approximate computing and spatial computing, and invite discussion of consequences, especially for SETI.