A new workshop called AstroGPU 2007: General Purpose Computation on GPUs in Astronomy and Astrophysics will be held November 9-10th, 2007 at the Institute for Advanced Study in Princeton, NJ. The goal of this workshop is to explore and discuss the applicability of GPUs to astrophysical problems. It will bring together astrophysicists, colleagues from other areas of science where GPGPU techniques have been successfully applied, and representatives from the industry who will demonstrate in tutorial sessions the GPU hardware, programming tools, and GPGPU techniques. This workshop is geared towards astrophysicists wishing to learn GPGPU (specifically, CUDA) techniques and port their code to GPUs. For more information, see http://www.astrogpu.org.