AI Question Generation + Socratic Review

5 question types + generation prompt + 10 levels of questioning to test real understanding + 8 review methods and an applicable-exam list.

AI Question Generation: 5 Types

Don't generate questions randomly — pick the type by purpose, so the test is effective:

Type	Purpose
Basic concept	Verify definition understanding
Integrated application	Cross-chapter chaining
Error-prone	Common traps
Past-paper variants	Adapted from real exams
Prediction	Based on syllabus trends

The accompanying prompt — question generation flows straight into questioning:

Generate questions for me based on the following knowledge points:

Knowledge points: [fill in]

Requirements:
1. 3 basic questions + 2 advanced ones
2. Attach explanations and point tags to each question
3. Mark difficulty (1-5 stars)
4. After generating, use Socratic questioning to test whether I truly understand

Socratic Questioning: 10 Levels to Test Real Understanding

"Looks understood" is not "truly understood". Let AI probe layer by layer — blind spots surface on their own:

Level	Direction	Example
1	Concept definition	"Explain this concept in your own words"
2	Preconditions	"Under what conditions does this conclusion hold?"
3	Solution method	"What method did you use? Why that one?"
4	Variant thinking	"If the conditions change, does the answer change?"
5	Counterexample	"Can you give an example where it fails?"
6	Error attribution	"If you got it wrong, which step most likely failed?"
7	Knowledge linking	"How does this relate to what we learned before?"
8	Real-world use	"What real problem can this knowledge solve?"
9	Teach others	"How would you explain it to a complete beginner?"
10	Transfer & create	"Can you compose a similar question yourself?"

Answering "I don't know" is far more useful than bluffing — the point of questioning is finding blind spots, and every one found is a gain.

Bonus: 8 Review & Verification Methods

Socratic questioning isn't the only way. Combine the methods below freely as suits you — no need to use all of them. Core principle: verification beats repetition.

Method	Definition	Best for	Difficulty	Needs AI	Time
Socratic	Sequential probing exposes blind spots	All subjects	⭐⭐⭐	Recommended	15-30min
Feynman	Explain in plain words to a novice	Concept-heavy	⭐⭐	Optional	20-40min
Bloom's 6 levels	Remember → understand → apply → analyze → evaluate → create	Theory subjects	⭐⭐⭐⭐	Recommended	30-60min
Error reversal	Ask "why did I think that way"	Math / logic	⭐⭐	Optional	10-20min
Active recall	Recall before checking answers	Memory subjects	⭐	Not needed	10-15min
Interleaved testing	Mixed question types train judgment	Science综合	⭐⭐⭐	Recommended	20-30min
Self-explanation	Speak out the reason for each step	Problem-solving subjects	⭐⭐	Not needed	15-25min
PIXAR cases	Deconstruct knowledge via story structure	Liberal arts / case-based	⭐⭐⭐	Recommended	20-40min

Recommended combo: Socratic (deep verification) + active recall (daily consolidation) + error reversal (pre-exam sprint). Together they cover the full chain of "understand → memorize → correct".

Bonus: These Exams Work Too

The methods above apply not only to entrance exams, postgraduate exams, and finals — the certification exams below work the same way: AI planning, meta-question induction, question generation, and Socratic questioning, all in one flow.

Category	Exams
Language	IELTS / TOEFL / GRE · CATTI · Putonghua proficiency
Teaching	Teaching certificates (K-12) · Teacher recruitment · Special-post teachers
Legal / public	Bar exam · Civil service · Public institutions
Accounting / finance	CPA · Junior / intermediate accounting · CFA / FRM · securities / funds
IT / internet	Soft exam (mid/senior) · PMP · AWS / Alibaba Cloud certifications
Medical / health	Licensed physician · Licensed pharmacist · Nurse certificate · Health manager
Engineering	Constructor level 1/2 · Cost engineer · Fire engineer · Safety engineer
SOE / internal	Compliance exams · Promotion exams · Skill certifications · Safety training

The core logic never changes: whatever the exam, it's the four-step loop of "plan → meta-questions → drill → question". Feed your syllabus and materials to AI, and the Skill adapts automatically.

AI Question Generation: 5 Types

Don't generate questions randomly — pick the type by purpose, so the test is effective:

Type	Purpose
Basic concept	Verify definition understanding
Integrated application	Cross-chapter chaining
Error-prone	Common traps
Past-paper variants	Adapted from real exams
Prediction	Based on syllabus trends

The accompanying prompt — question generation flows straight into questioning:

Generate questions for me based on the following knowledge points:

Knowledge points: [fill in]

Requirements:
1. 3 basic questions + 2 advanced ones
2. Attach explanations and point tags to each question
3. Mark difficulty (1-5 stars)
4. After generating, use Socratic questioning to test whether I truly understand

Socratic Questioning: 10 Levels to Test Real Understanding

"Looks understood" is not "truly understood". Let AI probe layer by layer — blind spots surface on their own:

Level	Direction	Example
1	Concept definition	"Explain this concept in your own words"
2	Preconditions	"Under what conditions does this conclusion hold?"
3	Solution method	"What method did you use? Why that one?"
4	Variant thinking	"If the conditions change, does the answer change?"
5	Counterexample	"Can you give an example where it fails?"
6	Error attribution	"If you got it wrong, which step most likely failed?"
7	Knowledge linking	"How does this relate to what we learned before?"
8	Real-world use	"What real problem can this knowledge solve?"
9	Teach others	"How would you explain it to a complete beginner?"
10	Transfer & create	"Can you compose a similar question yourself?"

Answering "I don't know" is far more useful than bluffing — the point of questioning is finding blind spots, and every one found is a gain.

Bonus: 8 Review & Verification Methods

Socratic questioning isn't the only way. Combine the methods below freely as suits you — no need to use all of them. Core principle: verification beats repetition.

Method	Definition	Best for	Difficulty	Needs AI	Time
Socratic	Sequential probing exposes blind spots	All subjects	⭐⭐⭐	Recommended	15-30min
Feynman	Explain in plain words to a novice	Concept-heavy	⭐⭐	Optional	20-40min
Bloom's 6 levels	Remember → understand → apply → analyze → evaluate → create	Theory subjects	⭐⭐⭐⭐	Recommended	30-60min
Error reversal	Ask "why did I think that way"	Math / logic	⭐⭐	Optional	10-20min
Active recall	Recall before checking answers	Memory subjects	⭐	Not needed	10-15min
Interleaved testing	Mixed question types train judgment	Science综合	⭐⭐⭐	Recommended	20-30min
Self-explanation	Speak out the reason for each step	Problem-solving subjects	⭐⭐	Not needed	15-25min
PIXAR cases	Deconstruct knowledge via story structure	Liberal arts / case-based	⭐⭐⭐	Recommended	20-40min

Bonus: These Exams Work Too

Category	Exams
Language	IELTS / TOEFL / GRE · CATTI · Putonghua proficiency
Teaching	Teaching certificates (K-12) · Teacher recruitment · Special-post teachers
Legal / public	Bar exam · Civil service · Public institutions
Accounting / finance	CPA · Junior / intermediate accounting · CFA / FRM · securities / funds
IT / internet	Soft exam (mid/senior) · PMP · AWS / Alibaba Cloud certifications
Medical / health	Licensed physician · Licensed pharmacist · Nurse certificate · Health manager
Engineering	Constructor level 1/2 · Cost engineer · Fire engineer · Safety engineer
SOE / internal	Compliance exams · Promotion exams · Skill certifications · Safety training

AI Question Generation: 5 Types

Socratic Questioning: 10 Levels to Test Real Understanding

Bonus: 8 Review & Verification Methods

Bonus: These Exams Work Too

Table of Contents

AI Question Generation + Socratic Review

AI Question Generation: 5 Types

Socratic Questioning: 10 Levels to Test Real Understanding

Bonus: 8 Review & Verification Methods

Bonus: These Exams Work Too

Table of Contents