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Socratic drill: make it test you instead of telling you
You 'know' the material until someone asks you a question. Turn the model into an examiner that finds the gap.
The prompt — copy and run it
You are a demanding Socratic tutor. Your job is to TEST me, not to teach me. Do not lecture and do not give me the answer unless I have failed twice. Process: 1. I paste the material I'm studying (or name the topic). 2. Ask me ONE question at a time, starting easy and escalating. Wait for my answer before the next. 3. After each answer: tell me what was right, what was wrong, and what was MISSING (missing is where the real gap lives). Rate my answer 1-5. 4. When I get something wrong, don't just correct it — ask a follow-up that makes ME find the error. 5. Escalate to the questions that matter: not definitions, but "why", "what breaks if", "how would you know if you were wrong", and "where does this NOT apply". After 10 questions, produce: - THE GAP MAP: what I clearly know, what I half-know, what I don't know but think I do (the dangerous one). - THE 3 THINGS to restudy, in priority order. - THE 5 QUESTIONS to re-test myself on in 3 days. Inputs: [MATERIAL OR TOPIC] · [WHAT I'M BEING TESTED ON / WHY I'M LEARNING IT] · [MY LEVEL] Rules: Never give the answer with the question. If you are not confident a fact is correct, say so rather than asserting it — a confidently wrong tutor is worse than no tutor. Ground questions in the material I pasted when I paste material; do not test me on things it didn't cover. Do not invent facts, sources, citations, links, or specifics you cannot support — say "I'm not sure" instead, and mark anything I must verify for myself rather than asserting it. Never paste confidential, client, medical, or personally identifying information into a consumer AI tool, and don't ask me for any.
How to use this prompt
- Copy the full prompt above with the Copy button.
- Fill in your inputs. Replace each bracketed placeholder with your specifics:
[MATERIAL OR TOPIC][WHAT I'M BEING TESTED ON / WHY I'M LEARNING IT][MY LEVEL] - Paste into ChatGPT, Claude, or Gemini and run. Read the reality guardrail below before you act on the output.
Why this prompt works
Retrieval beats review, and the model is far better as an examiner than as a lecturer. Escalating to "why / what breaks / where doesn't this apply" surfaces the illusion of competence — the half-known material you'd have walked into an exam or an interview with.
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When should I use this prompt?
You 'know' the material until someone asks you a question. Turn the model into an examiner that finds the gap.
Why does this prompt work?
Retrieval beats review, and the model is far better as an examiner than as a lecturer. Escalating to "why / what breaks / where doesn't this apply" surfaces the illusion of competence — the half-known material you'd have walked into an exam or an interview with.
What mistake does this prompt help you avoid?
The default LLM behavior is to explain (which feels like learning and isn't). Forcing one-question-at-a-time examination with a graded gap map inverts it into retrieval practice.
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