This paper describes how a computational system for designing can
learn useful, reusable, generalized search strategy rules from its own
experience of designing. It can then apply this experience to transform
the design process from search based (knowledge lean) to knowledge based
(knowledge rich). The domain of application is the design of spatial
layouts for architectural design. The processes of designing and learning
are tightly coupled.