I didn’t talk about Vulkan compute.

> have observed that no alternative has stepped up to nvidia's CUDA from a usability perspective.

I’m saying this is a mindshare thing if you haven’t evaluated ROCm / HIP. HIPify can convert CUDA source to HIP automatically and HIP is very similar syntax to CUDA.