Beyond AI Tutors
A system that doesn't just give answers — it mirrors your thinking process.
MIRA tracks five cognitive dimensions in real-time, adapts its scaffolding to your current mastery level, and reduces AI dependency as your autonomy grows.
Metacognitive Mirroring
Reflect your cognitive engagement — Planning, Comprehension, Authorship, Persistence — in real-time as you code.
Adaptive Scaffolding
Receive context-aware guidance that fades as your mastery grows. MIRA steps back when you step up.
Agency-Driven Growth
Build authentic coding skills by reducing passive AI dependency through evidence-based reflection.
Research Access
Sign in to MIRA
Please use the pilot credentials provided by your instructor or TA.
Interactions are logged for Learning Analytics research purposes in accordance with University of North Texas (UNT) IRB guidelines. Principal Investigator: Dr. Ji Hyun Yu (jihyun.yu@unt.edu)