A new release of the rCUDA middleware will be published during September-October. In addition to support CUDA 9.0 and CUDA 9.1, the new version of rCUDA has successfully run on popular HPC applications such as BARRACUDA, CUDAmeme, GPUBlast, GPU-LIBSVM, Gromacs, LAMMPS, MAGMA and NAMD. Deep learning frameworks are also supported. This new version of rCUDA has been successfully run with TensorFlow version 1.7, Caffe, Torch, Theano, PyTorch and MXNET. Finally, renderers such as Blender and Octane are also supported. This new version of rCUDA is a major step forward in the evolution of this middleware because almost 80% of its code is either new or has been reworked.