HybridScale is a research project funded by the Croatian Science Foundation, whose main goal is to develop new and improve existing numerical linear algebra methods and algorithms tailored for faster and more efficient execution on large-scale distributed computing systems (supercomputers) based on GPUs. The project will establish a research group that will strengthen research in the domain of high-performance computing at the Ruđer Bošković Institute and work on applying the knowledge gained in other scientific fields.