Scaffolding the Scaffold: Co-Evolving Human-Centered Boundaries for GenAI in Education
Published:
Most GenAI policies in education are binary: allowed or banned, applied the same way to every student. We argue this ignores the developmental nature of learning, and propose adaptive boundaries: GenAI access that co-evolves with a student’s demonstrated competency, negotiated among students, teachers, and the GenAI system itself.