The goal of this work is to run existing unmodified CPU libraries (which may use core::simd) on the GPU. If you are manually writing ML-shaped workloads, it doesn't add any value over writing with tech like torch/tensorflow/jax which are custom built for those use-cases (except maybe familiarity if you are a CPU programmer).