Fluency Without Evidence: Constraint-First Design and the Limits of Self-Report in AI-Assisted Learning

Fatima T. Zahra, Wei Wang, Frances Harper +1

A generative AI teaching partner should support reasoning over supplying conclusions; however, this has not been tested against learning in an authentic course. Drawing on design-b…