> In particular I've definitely looked at AMDGPU.jl recently, but as the page says: "not all features (and especially performance) are up to par with CUDA.jl" - hence my impression of AMD being a second-class citizen.

That just takes developer time to fix. Currently it’s basically just a one-man show.