I don't use much in terms of orchestration, so I'm probably not the right person to ask there. One of the really big potential benefits of Julia is that it let

I don't use much in terms of orchestration, so I'm probably not the right person to ask there. One of the really big potential benefits of Julia is that it lets you remove language barriers which is especially nice if you are doing ML research (or playing around with new model types, etc). Since the ML stack is Julia all the way down to CUDA/BLAS/julia loops, you can really easily inspect or modify everything in your stack.