Adaptive learner profiles
The AI tutor recognizes individual strengths, weaknesses and progress and continuously adapts exercises, hints and explanations to each learner's level. Thanks to its long-term memory, it also takes earlier interactions, learning patterns and recurring difficulties into account – beyond individual courses and, if needed, over several years. In their own learner profile, learners see their progress and a competence matrix of knowledge, skills, social competence and autonomy, and work specifically on their gaps. Progress per learning objective is calculated by a transparent statistical model (Bayesian Knowledge Tracing), not by the AI itself. What should be reviewed, the tutor schedules again using the proven SM-2 flashcard method.