>type that explicitly recides on GPU

Yes, that's what we do! More domain specific types will come, for e.g. views, lazy arrays and sparse arrays.

> or does it manage the device state?

It aims to manage most of the device state! Some more complex gpu interactions will need to drop back to manual management, though - but the hope is to turn more and more into a high level API when needed!