Misconception diagnosis
Real-time detection of why an answer is wrong, not just that it is.
Four layers run on every interaction: misconception detection, mastery scoring, frustration sensing and pace calibration. No two sessions are the same.
Decision: switch to visual mode, offer a worked example.
Real-time detection of why an answer is wrong, not just that it is.
Bayesian mastery tracked per topic, per student.
Hesitation, hint use and retries tell the tutor when to ease off.
The pace is recalibrated every three to five turns.
Every answer, pause and hint request is a signal.
The tutor picks the next best move for this student.
Mode, difficulty and pace shift to match.
Never bored, never lost — the session meets you where you are.
Differentiation for every student, automatically.
Teachers overviewLearning that adjusts to your child, not the average.
Parents overviewTeaching mode, difficulty, pace and when to offer a worked example.
Yes. Mastery is scored per topic and carries across sessions.
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