AFAIK Julia uses patched LLVM's PTX output, which I think should be done by all languages to work towards a common optimization platform. Also CuArrays uses multiple higher level NVIDIA libraries, like CudaBLAS and CuDNN.

The goals look similar to me, so it's worth to take a look at them.