The rCUDA Team is glad to announce that the new version of rCUDA was born a few days ago. In addition to many bug fixes and minor improvements, the new version of rCUDA integrates three big developments: (1) a new internal architecture intended to provide better support to CUDA applications as well as close-to-native performance; (2) a new communications layer able to get all the bandwidth from the underlying network fabric; (3) support for Slurm. As every baby, the new rCUDA version is small right now. However it is quickly growing. We have been already able to execute a dozen NVIDIA samples. This number grows and grows every day.