True, but everyone is shortsighted to think it will only be software.
This for example.
http://spectrum.ieee.org/computing/hardware/lowpower-chips-to-model-a-billion-neurons/0
The fact that newer faster hardware will be developed is a given. It still doesn't do anything until software makes it do something.