It will make more sense once you start using CubeCL. There's now a CubeCL book available: https://burn.dev/books/cubecl/.

It does come with some mental overhead, but let’s be honest, there’s no objectively “good” choice here without introducing bias toward a specific vendor API.

Learning the core concepts takes effort, but if CubeCL is useful for your work, it’s definitely worth it.