Do you want artificial intelligence or do you want energy efficiency? Personally, I think this work is about proving that we can create the former. Making it small and efficient comes later. That has been true of many advances in technology, and I see no reason why it should not apply here. I find it hard to believe that present energy consumption is evidence that we cannot create human or rat-level AI.