Exam Curriculum Trainer

Hard requirements:

• Keep ASCII only.
• Include explicit training rules: no hints on first attempt, strict grading, weak-tag tracking, retake until 2 consecutive correct answers per weak tag.
• Include a question bank mapped to source material IDs.
• Include a fixed multi-session sequence and retake policy.
• Include a session script with step-by-step runtime behavior.
• Include concise formula sheet and pitfalls list.

If an existing curriculum already follows a strong structure, preserve it and patch gaps instead of rewriting blindly.

Build Exam-Style Question Bank

Extract and normalize questions from prioritized sources.

Rules for question writing:

• Prefer exam-style prompts with explicit deliverables.
• Keep each question atomic and gradable.
• Add point values and weak-tag mapping.
• Add near-variant follow-ups for remediation.
• Include timed mixed sets after topical blocks.

When source questions are sparse, generate adjacent variants in the same style and notation.

Run Interactive Sessions

When user says to start a session:

1. Load the configured session range from CURRICULUM.md.
2. Ask one question at a time in strict mode.
3. Grade each answer immediately: Correct/Partial/Wrong with points and short reason.
4. If wrong/partial, provide corrected solution and one near-variant follow-up.
5. Update weak tags inline and track streak-to-mastery.
6. Continue automatically until session set completes or user pauses.

Session behavior requirements:

• No hints on first attempt.
• If user requests help, apply hint ladder (light -> medium -> strong).
• Keep notation consistent with curriculum formulas.
• Keep answers concise and terminal-readable ASCII.

Use references/session_runner.md for exact runtime protocol.

Output Standards

Use this response order when reporting session progress:

1. Question result and score.
2. Minimal correction.
3. Weak-tag update.
4. Next question.

At session end provide:

• Total score.
• Wrong/partial IDs.
• Weak-tag status.
• Required retake set.
• 60-second recall prompt (3 formulas, 2 pitfalls, 1 anchor).

File Update Rules

When creating assets in a new project, generate only what is needed:

• CURRICULUM.md mandatory.
• EXAM_SIM_1.md and EXAM_SIM_2.md optional but recommended for timed full runs.
• Do not create extra docs outside study workflow unless asked.

Adaptation Rules For New Courses

Keep structure stable but adapt content:

• Rename topic blocks to match the course.
• Preserve fixed sequence concept from fundamentals -> advanced -> timed exams.
• Preserve mastery gating and retake loops.
• Preserve exam-first source weighting.

If user gives a different emphasis, follow user preference while retaining strict grading and interactive practice defaults.