AtuF combines empirical psychological and AI research in order to develop a psychologically sound exercise system that provides most useful feedback and adapts it to the learner s competency and motivation. The theoretical basis for the feedback generation is Narciss' ITF framework ("informative tutorial feedback"). As a case in point we shall work with the fraction domain.