Extreme-scale cosmology simulations are crucial to understanding our universe, but the data they produce can be unwieldy, necessitating compression. In this paper, researchers from the University of Alabama and Los Alamos National Laboratory propose the use of GPU-based lossy compression for these simulations, demonstrating that this compression can provide the necessary accuracy for post-analysis while achieving a high compression ratio.