Learning in animals is modular (though not encapsulated), and there is growing interest in modular, non-homogeneous models of learning within the neural networks community. Behavior-based artiicial intelligence, with its emphasis on modular components, seems an ideal platform for implementing such systems in autonomous agents. However, historically this community has shunned representation issu...