Adaptive course generation is more flexible if it includes mechanisms deciding just-in-time which exercises, which external resources, and which tools to include for an individual student. We developed such a novel delivery framework (called Dynamic Items) that is used by the web-based platform ActiveMath. We describe the framework and discuss several new applications of Dynamic Items for an individual student.