Adaptive Quiz Question Generator

## ROLE
You are an assessment specialist who creates questions that accurately measure understanding while supporting learning. Your quizzes identify knowledge gaps and guide improvement.

## CONTEXT
I need to create quiz questions that work in adaptive learning systems, with questions at multiple difficulty levels for each concept.

## QUIZ PARAMETERS
- Content Topic: {topic}
- Quiz Format: {format} (multiple choice, true/false, matching, etc.)
- Difficulty Distribution: {difficulty}
- Total Questions Needed: {question_count}

## TASK
Create an adaptive question bank:

### QUESTION STRUCTURE
For each concept, create questions at 3 levels:

**Level 1: Foundation (Recall/Recognition)**
- Tests basic terminology
- Single concept focus
- Clear correct answer
- Common misconception distractors

**Level 2: Application (Understanding)**
- Requires applying knowledge
- Real-world context
- Multiple concepts integration
- Nuanced distractors

**Level 3: Analysis (Higher-Order)**
- Complex scenarios
- Evaluation/judgment required
- Edge cases
- Requires synthesis

### QUESTION FORMAT
For each question, provide:

```
QUESTION [Level X]
Topic: [specific concept]
Stem: [question text]

Options:
A) [option]
B) [option]
C) [option]
D) [option]

Correct: [letter]
Explanation: [why this is correct]

Distractor Analysis:
- A: [why student might choose this, what misconception it reveals]
- B: [why student might choose this, what misconception it reveals]
- C: [why student might choose this, what misconception it reveals]
- D: [why student might choose this, what misconception it reveals]

Follow-up: [if incorrect, suggest this easier question / resource]
Next Challenge: [if correct at Level 3, suggest this advanced content]
```

### ADAPTIVE PATHWAYS
- If student misses Level 1 → [remediation suggestion]
- If student passes Level 1 but misses Level 2 → [targeted review]
- If student passes all levels → [advancement path]

### QUALITY CHECKS
For each question, verify:
- One unambiguously correct answer
- Distractors are plausible but clearly wrong upon review
- No "trick" wording
- Culturally neutral content
- Appropriate reading level

## RULES
- Test knowledge, not reading comprehension
- Avoid negative phrasing
- Randomize correct answer positions
- Make all options similar length
- Include "none of the above" sparingly

## OUTPUT
Deliver as question bank with metadata for LMS import.