Quiz Generation Quality Report¶
Generated: 2026-09-18 Execution Mode: Serial (1 agent) Chapters processed: 2 of 27 (the only two with written content so far)
Overall Statistics¶
- Total Chapters: 2
- Total Questions: 20
- Avg Questions per Chapter: 10
- Distinct Concepts Tested: 20 (10 per chapter, no overlap)
Per-Chapter Summary¶
| Chapter | Questions | Bloom's (R/U/Ap/An) | Answer Balance (A/B/C/D) | Concepts Tested |
|---|---|---|---|---|
| 1. Core Concepts of Large Language Models | 10 | 4/4/1/1 | 2/3/2/3 | Artificial Intelligence, Machine Learning, Deep Learning, Generative AI, Self-Attention, Pretraining, RLHF Alignment, Training Vs Inference Cost, Context Window, Proprietary Model |
| 2. Prompting, Deployment, and Model Optimization Basics | 10 | 4/4/1/1 | 2/3/2/3 | System Prompt, Prompt Engineering, Few-Shot Prompting, Chain-Of-Thought Prompting, Model Hallucination, Retrieval-Augmented Generation, Vector Database, Batch Inference, On-Premises Deployment, Model Right-Sizing |
Bloom's Taxonomy Distribution (Overall)¶
Both chapters are introductory (Chapters 1-2 of 27); target was 40% Remember, 40% Understand, 15% Apply, 5% Analyze.
| Level | Actual | Target | Deviation |
|---|---|---|---|
| Remember | 40% (8/20) | 40% | 0% ✓ |
| Understand | 40% (8/20) | 40% | 0% ✓ |
| Apply | 10% (2/20) | 15% | -5% ✓ |
| Analyze | 10% (2/20) | 5% | +5% ✓ |
| Evaluate | 0% | 0% | 0% ✓ |
| Create | 0% | 0% | 0% ✓ |
Bloom's Distribution Score: Within tolerance (±15%) on all levels.
Answer Balance (Overall)¶
- A: 20% (4/20)
- B: 30% (6/20)
- C: 20% (4/20)
- D: 30% (6/20)
Within the 20-30% per-option target range for each chapter individually; B/D lean slightly high in the combined 20-question set, still within tolerance.
Validation Results¶
Independently re-verified against the actual files (not taken from the generating agent's self-report, after a prior session found a self-report mismatch on a different skill):
- Question count: 10/10 per chapter ✓ (confirmed via
grep -c '^#### [0-9]+\.') - Format compliance: all 10
<div class="upper-alpha" markdown>wrappers, all 10??? question "Show Answer"admonitions, all 10**Concept Tested:**lines present in both files ✓ - Indentation: all answer-block content indented exactly 4 spaces ✓
- Forbidden patterns: 0 "All/None of the above" options, 0 fabricated
**See:**links ✓ - Answer-letter distribution: matches the agent's self-report exactly (2A/3B/2C/3D per chapter) ✓
- Duplicate questions: 0 duplicates within or across the two quizzes ✓
- All 20 questions have a resolvable
correct_answerletter (no parsing gaps) ✓ mkdocs build --strict: clean
Recommendations¶
- No issues found in this batch. Both quizzes meet all automated quality checks (format, balance, Bloom's distribution, no duplicates).
- Extend this same process to Chapters 3-27 as their content is written —
quiz generation is gated on chapter content existing, so this report will
grow chapter-by-chapter alongside
chapter-content-generator.