spiral classifier machine with new system

With Spiral, we were able to approach this top down as a classification problem. e.g. If you have a cached query for Friends that liked my post , the Spiral classifier quickly learns that Post Last Viewed At or Post Last Modified At is not relevant to this via the feedback from the caching code.