Instructional Governance by Design: A Framework for AI in Computing Education
This work argues for instructional governance by design: governance should be encoded in a teaching tool's interaction model, constraints, and workflow, and introduces a multidimensional framework that characterizes AI teaching tools through pedagogical grounding, AI instructional authority, and human accountability an...