Q1-ready instrumentationPseudonymized export path19-table schema live
Research surface
The system is not just a tutor. It is also an experiment harness for concept-state modeling, memory scheduling, and integrity-risk evaluation in higher education.
Schema tables
19
Verified API tests
17
Teacher courses
00
Staged assets
00
Planned research questions
1.Does grounded tutoring reduce teacher load without inflating hallucinations?
2.Does concept-state modeling predict exam performance better than raw activity?
3.Does trainable review scheduling improve delayed retention?
4.Can integrity-risk and tutor-gaming models detect misuse with useful precision?
5.Do page-level citations improve trust and teacher adoption?
Required event stream
retrieval traces
citation bundles
student interaction events
concept-state deltas
practice attempts
integrity calculations
teacher review outcomes
research export jobs