Paul Richmond is director of the Sheffield RSE group and was awarded one of the first EPSRC Early Career Research Software Engineering (RSE) Fellowships. The focus of this fellowship is in facilitating the use of accelerated architectures such as Graphics Processing Units (GPUs) to accelerate scientific discovery. He is developing software techniques, a provision of skills and training material and building a community to help drive the use of accelerators into mainstream science and engineering.