Students aren't passive recipients. Co-design workshops, usability tests, and continuous feedback loops put their lived experience at the center of every design decision. They shape the tutor before it launches and keep refining it through use.
No two students start from the same place. The AI reads where each learner actually is, adjusts knowledge checks to what they get wrong, and reshapes the path as understanding grows. Questions get answered in natural language, mid-study. Human tutors review every generated check before it goes live. And the students using it keep shaping it, their feedback closes the loop between what the GenAI tutor offers and what learners actually need.
The self-study phase is where most students get lost, and most learning gets lost with them. Pre-recorded videos and course materials sit there, static. Students can watch and read, but they can't ask. Flipped tutoring with GenAI changes that: the material becomes something you can have a conversation with. Students arrive prepared, go further in class, and learn to have a dialogue with what they study, not just sit with it.
Imagine if Plato only had videos of Socrates.
The flipped classroom moves lectures out of the room so deeper learning can happen in it. What goes wrong is what happens in between: students watch recordings and read materials alone, no feedback, no one to ask. We replace that gap with a GenAI tutor that can hold a real dialogue, listening, responding, and adapting, keeping students moving, motivated, and engaged, so they arrive ready for what the live session is actually for: discussing with peers and mentors, questioning ideas, and going deeper together.
Researchers, students and faculty welcome. Get in touch to follow the project, join a co-design workshop, or collaborate on the OER release.
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