Like chip-design level beside each other close.
A Way Around the Coming Performance Walls: Neuromorphic Hardware with Spiking Neurons
Sean Aubin

I don’t know enough about the architecture of GPUs to know how their memory is managed, but judging by the fact that Spinnaker, when running at full power only uses the power of a GPU while at rest, I’d say it’s not taking much advantage of this.