The Missing Layer: Why EdTech Needs Design-Time Generative UI, Not Just Runtime Personalization

Seyed Parsa Neshaei, Abhinand Shibu, Fatma Betül Güres

The dominant paradigm in using generative UI (GenUI) for adaptive EdTech considers the use of AI as a runtime engine: content is authored once in a fixed form, and AI adapts delive…