I am mainly interested in two applications: Monte Carlo simulation of radiation transport in matter and tomographic image reconstruction. Both can be considered as embarrassingly parallel problems, and we already have losts of well validated serial code that we commonly use. Some of it has been successfully parallelized using OpenMP and now we want to try and move into using GPUs.