calculation trainernextproject
Plan hints and reviewed follow-up practice
Turn bounded diagnoses into hint decisions, learner weakness updates, and reviewed next-problem selection.
- Stable ID
sprint.targeted-practice- Item version
- 1.0.0
- Time
- 120 min
- Status
- ready
Reading lens
Focus
- hint planning
- learner weakness modelling
- reviewed follow-up selection
- explainable selection constraints
Ignore for now
- open-ended tutoring chat
- generated follow-up questions
- opaque learner scores
Canonical sources
Open the material
Before reading
What is the least revealing hint that helps after each misconception class?
After reading
Define how one diagnosis changes the weakness map and constrains a reviewed follow-up choice.
Knowledge check
Why must follow-up selection use a reviewed bank in V0?
Write an answer to unlock the reference
A reviewed bank keeps chemistry content, difficulty, prerequisites, targeted misconception, and marking policy bounded. Selection can then be explained and evaluated without trusting generated questions.
AI_DRAFT · Selection behavior remains a planned product contract.Working notes