That link should probably have been https://juliacomputing.com/industries/gpus.html, but that's rather old content. A better overview is https://juliagpu.org/, and you can find a demo of Julia's CUDA kernel programming capabilities here: https://juliagpu.gitlab.io/CUDA.jl/tutorials/introduction/