This theory is very intriguing and intuitively makes sense. I read Hawkins' book way back in 2004 but there haven't been any successful implementations by Numenta. Mostly toy examples AFAICT. I would love to be wrong and see some great applications come out of this (much like the AI spring 2011- using conv nets etc.)