This project builds a runtime library that aims to facilitate transparent utilization of multicore and multi-GPU platforms. The idea is to provide a simple and unified interface (unified across CPUs and GPUs on a single workstation) to execute "jobs". Moreover, this runtime transparently enables a number of application agnostic optimizations related to GPU-based kernels such as double buffering, short-lived buffer reuse and communication-computation overlap.