This article looks at autonomous control reconfiguration, particularly as it relates to fault accommodation and learning systems. To illustrate the types of difficulties encountered and to serve as a focus, two specific approaches are presented. The first approach uses multiple models to represent uncertain system characteristics. The example application is interceptor terminal guidance with unknown target maneuvers. The second approach uses a single model with adaptive techniques for updating uncertain system characteristics.