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This lecture presents the work of the CHILI lab at EPFL, focusing on the development of innovative interfaces for education and training. The lab's interdisciplinary approach combines education, cognitive psychology, and computer science to design and evaluate novel technologies that aim to engage learners in demanding cognitive activities, ultimately leading to significant learning outcomes.