Every few years, a new solution pops up promising the same dream: keep your CUDA codebase target AMD (and maybe other accelerators) no source rewrite no HIP porting “native performance” On paper, that sounds perfect. Take your existing CUDA applications, swap out the toolchain, and suddenly you’re “portable.” And to…