Research

We study how students engage with AI tools, classifying interactions across 8 engagement modes and 3 tiers of agency.

Rubric Theory

How the grading rubrics are derived: theory, methodology, and expertise calibration.

Research Foundations

Cognitive-science evidence behind the 8 engagement modes — 20+ peer-reviewed citations on cognitive offloading, metacognition, and learning.

Pedagogy

Eight educational-psychology theories driving chapter structure, assignment design, and measurement — Sweller, Kalyuga, Bjork, Collins, Schön, Mayer, and more.

Publications

Journal articles, conference papers, and working papers.

Team

Current and former research assistants.