This workshop is about intelligent user interfaces. We will use examples in different user interfaces to touch on the challenges of data acquisition, building user models and evaluating intelligent interfaces. With a basis of these topics we will define a framwork for novel interfaces that base the presentation and interaction modalities on models of the user, and we will define a roadmap towards developing and evaluating such interfaces.