No, of course thats only true for digital computers. Otherwise, what would be the point of the headline? Not a great article but interesting news.
I could imagine specialized computer for artificial neural networks (ANN) being commercially successful in the future. Not sure if this is what the people in this DARPA project are working on. As far as I can tell, there are a lot of breakthroughs in ANN's at the moment, especially in the realms of pattern (e.g. image) recognition: Ng: http://www.youtube.com/watch?v=ZmNOAtZIgIk Hinton: http://news.ycombinator.com/item?id=4403662