Teacher dashboardStudent progressAdvisory risk models

Analytics layer

The product is designed to publish. Retrieval traces, citation bundles, concept-state updates, and review decisions all feed the same evidence spine.

Office-hours deflection

>= 60%

target

Citation coverage

>= 85%

target

Helpfulness

>= 75%

target

High-severity hallucinations

<= 5%

target

Teacher brains

target

Student joins

target

Assets staged

target

Pending parse

target

Mastery state

Per student and concept, the system tracks evolving mastery rather than flattening learning into one quiz score.

Review recommendations come from retention estimates, not just generic spaced repetition labels.

Pair similarity, timing sync, and performance residuals stay advisory until a teacher reviews them.

Repeated direct-answer pressure and hint abuse should change the pedagogy mode before they become silent misuse.