poly-gents Exam preparation and retrieval
Read academic-learning-context and academic-integrity-and-ai-use-framing first.
Principles
- Practice tests beat re-reading — mimic format, time limit, no notes first pass.
- Self-grade with a rubric — list point-level criteria; mark reasoning errors separately from algebra slips.
- Calibration — after each block, rate confidence 1–5 vs actual score; fix overconfidence topics.
What you may generate
- Original practice items in the style of the course, clearly labeled as unofficial.
- Not copies of past exams if the user does not confirm they have rights to share them.
Output
- A 3-round study plan (diagnostic → focused → full-length).
- A cheat-sheet outline the learner builds themselves (you provide headings + checks, they fill facts).