---
id: gh-check-understanding
name: "check-understanding"
url: https://skills.yangsir.net/skill/gh-check-understanding
author: rohitg00
domain: education
tags: ["quiz", "knowledge-check", "assessment", "learning", "ai-engineering"]
install_count: 1700
rating: 4.30 (120 reviews)
github: https://github.com/rohitg00/ai-engineering-from-scratch/tree/main/.claude/skills/check-understanding
---

# check-understanding

> 此技能可对AI工程课程各阶段(共20个)发起知识测验,根据用户请求自动生成8道概念与实践的多选题,覆盖课程要点,帮助学习者快速检验掌握程度、定位薄弱环节,为继续学习提供方向。

**Stats**: 1,700 installs · 4.3/5 (120 reviews)

## Before / After 对比

### 课程阶段知识自测效率

**Before**:

用户需要手动翻阅课程材料,自己设计题目来检验理解,每阶段至少耗费60分钟,且问题覆盖不全,容易遗漏重点。

**After**:

此技能根据指定阶段自动生成8道高质量测验题,覆盖概念与实践,用户可在5分钟内完成自测,快速发现薄弱环节。

| Metric | Before | After | Change |
|---|---|---|---|
| 测验准备时间 | 60分钟 | 5分钟 | -92% |

## Readme

# Check Understanding

Test your knowledge of a completed phase from the AI Engineering from Scratch course.

## Activation

This skill activates when the user says things like:
- `/check-understanding 3` or `/check-understanding deep-learning`
- "quiz me on phase 2"
- "test phase 1"
- "check my understanding of transformers"
- "do I know phase 3"
- "am I ready for the next phase"

## Input

Accepts a phase number (0-19) or a phase name as argument. If no argument is provided, ask the user which phase they want to be tested on by listing all 20 phases.

## Phase Map

Map the argument to the correct phase directory under `phases/`:

| Input | Directory | Phase Name |
|-------|-----------|------------|
| 0, setup, tooling | `00-setup-and-tooling` | Setup & Tooling |
| 1, math, math-foundations | `01-math-foundations` | Math Foundations |
| 2, ml, ml-fundamentals | `02-ml-fundamentals` | ML Fundamentals |
| 3, deep-learning, dl | `03-deep-learning-core` | Deep Learning Core |
| 4, cv, computer-vision, vision | `04-computer-vision` | Computer Vision |
| 5, nlp | `05-nlp-foundations-to-advanced` | NLP -- Foundations to Advanced |
| 6, speech, audio | `06-speech-and-audio` | Speech & Audio |
| 7, transformers | `07-transformers-deep-dive` | Transformers Deep Dive |
| 8, generative, gen-ai, genai | `08-generative-ai` | Generative AI |
| 9, rl, reinforcement-learning | `09-reinforcement-learning` | Reinforcement Learning |
| 10, llms, llm, llms-from-scratch | `10-llms-from-scratch` | LLMs from Scratch |
| 11, llm-engineering, llm-eng | `11-llm-engineering` | LLM Engineering |
| 12, multimodal | `12-multimodal-ai` | Multimodal AI |
| 13, tools, protocols, mcp | `13-tools-and-protocols` | Tools & Protocols |
| 14, agents, agent-engineering | `14-agent-engineering` | Agent Engineering |
| 15, autonomous | `15-autonomous-systems` | Autonomous Systems |
| 16, multi-agent, swarms | `16-multi-agent-and-swarms` | Multi-Agent & Swarms |
| 17, infrastructure, production, infra | `17-infrastructure-and-production` | Infrastructure & Production |
| 18, ethics, safety, alignment | `18-ethics-safety-alignment` | Ethics, Safety & Alignment |
| 19, capstone, projects | `19-capstone-projects` | Capstone Projects |

## Procedure

### Step 1: Resolve the Phase

Parse the argument. If it is a number, validate it is between 0 and 19 inclusive. If the number is out of range, tell the user: "Phase [N] does not exist. Valid phases are 0-19." and show the full list for them to pick from. If it is a name or keyword, look it up in the Phase Map above. If the keyword does not match any entry in the map, tell the user: "Unknown phase '[keyword]'. Pick from the list below:" and present all 20 phases. If no argument is provided, ask the user to pick from the full list.

### Step 2: Read the Phase Content

If the repo is cloned (a `phases/` directory exists in or above the current directory), find all lesson directories under `phases/<phase-dir>/` and read each lesson's `docs/en.md`. If it is not cloned, get the phase's lesson list from the Contents section of the README (fetch `https://raw.githubusercontent.com/rohitg00/ai-engineering-from-scratch/main/README.md`), then fetch each lesson's `docs/en.md` from the same raw base URL. These documents contain the teaching material you will generate questions from.

Read as many lesson docs as needed to cover the full breadth of the phase. If a phase has many lessons (15+), prioritize reading a representative spread: first few, middle, and last few.

### Step 3: Generate 8 Questions

Create exactly 8 multiple-choice questions drawn from the lesson content you just read:

**Questions 1-4: Conceptual (What/Why)**
These test understanding of ideas, definitions, and reasoning. Examples:
- "What is the purpose of X?"
- "Why does Y happen when Z?"
- "Which statement best describes the relationship between A and B?"
- "What problem does X solve?"

**Questions 5-8: Practical (How/Build)**
These test applied knowledge and implementation awareness. Examples:
- "How would you implement X?"
- "Which approach correctly solves Y?"
- "What is the correct order of steps to build Z?"
- "If you observe X during training, what should you do?"

Each question must have 3 or 4 answer options labeled A, B, C (and optionally D). Exactly one option is correct. The wrong options should be plausible but clearly incorrect to someone who studied the material.

Tag each question with the specific lesson it draws from (e.g., "Lesson 03: Matrix Transformations").

### Step 4: Present Questions One at a Time

Use the AskUserQuestion tool (or equivalent interactive prompt) to present each question individually. Format:

```text
Question 1/8 (Conceptual) -- from Lesson 03: Matrix Transformations

What is the geometric interpretation of an eigenvalue?

A) The angle of rotation applied by the matrix
B) The factor by which the eigenvector is scaled during transformation
C) The determinant of the transformation matrix
D) The rank of the matrix after transformation
```

Wait for the user's answer before moving to the next question.

### Step 5: Track and Score

Keep a running tally:
- Total correct out of 8
- For each wrong answer, record: the question number, the user's answer, the correct answer, and which lesson it came from

### Step 6: Show Results

After all 8 questions, display the score and grade:

**7-8 correct: Mastered**
If the phase is 19 (Capstone Projects): "You have mastered Phase 19, the final phase." Add "Congratulations, you have completed the entire curriculum." only when you can verify the rest of the curriculum is done (a `LEARNING.md` in the current directory whose Path table shows Phases 0-18 as Done or Skip); a single phase quiz does not prove full completion.
Otherwise: "You have a strong grasp of Phase N. You are ready to move on to Phase N+1: [next phase name]."

**5-6 correct: Almost**
"Solid foundation. Review these specific areas before moving on:"
Then list the lessons tied to the missed questions.

**3-4 correct: Developing**
"You are building understanding but need to revisit some lessons:"
Then list each missed question with the lesson to re-read.

**0-2 correct: Start Over**
"This phase needs more time. Work through the lessons again from the beginning, focusing on:"
Then list all missed topics.

### Step 7: Wrong Answer Breakdown

For every question the user got wrong, show:

```text
Question N: [question text, abbreviated]
Your answer: B
Correct answer: C -- [the correct option text]
Why: [1-2 sentence explanation of why C is correct]
Review: Lesson NN -- [lesson name] (phases/<phase-dir>/NN-<lesson-slug>/docs/en.md)
```

### Step 8: What Next?

End by offering three choices:

1. **Retake this quiz** -- generate a fresh set of 8 questions from the same phase
2. **Try another phase** -- pick a different phase to test
3. **Explain a topic** -- ask about any concept from the questions you missed

Wait for the user's choice and act accordingly.

## Rules

- Avoid repeating questions on retakes until the question pool is exhausted. Once exhausted, reshuffle or rephrase questions for subsequent retakes.
- Questions must be directly grounded in the lesson docs, not general knowledge.
- Do not show the correct answer until after the user responds.
- Keep question text concise. One or two sentences max.
- Wrong options must be plausible. No joke answers.
- If a phase has no lesson docs written yet (no `en.md` files found), tell the user: "Phase N does not have lesson content yet. Pick a completed phase to quiz on."


---
*Source: https://skills.yangsir.net/skill/gh-check-understanding*
*Markdown mirror: https://skills.yangsir.net/api/skill/gh-check-understanding/markdown*