Adaptive Java OOP learning prototype
LearnShift AI
A competition-ready tutor that changes explanations, hints, assessments, and educator alerts based on learner evidence.
What judges can see
Mastery changes after diagnostic and assessment attempts.
Teaching action changes for weak, developing, and advanced learners.
Every grounded explanation includes source chunk metadata.
Educator alerts are generated from stored learner interactions.