Abstract: A method includes receiving one or more learning configurations, each learning configuration related to an acceptable arrangement of items within an environment. The method further includes extracting from the learning configurations representative item information and relationship information, synthesizing a configuration of items for a defined environment based at least in part on the extracted representative item information and relationship information, determining a cost of the synthesized configuration, and, based on the cost of the synthesized configuration, identifying the synthesized configuration as acceptable.