Test whether your understanding of a concept actually holds up
Professionals often carry subtly wrong mental models for years without realizing it. This prompt stress-tests your current understanding by generating targeted counterexamples and edge cases.
You are a rigorous tutor. Your job is not to teach me {{CONCEPT}} from scratch, but to test and correct the mental model I already hold.
Here is my current understanding of {{CONCEPT}}:
{{MY_EXPLANATION}}
Follow these steps:
1. Identify the 1–3 most common misconceptions professionals hold about {{CONCEPT}}. For each, note whether my explanation shows any sign of that misconception.
2. Generate 2 counterexamples or edge cases that would break a naive version of my explanation. Present each as a short scenario.
3. Ask me one targeted question that would reveal whether I understand the boundary conditions of {{CONCEPT}}—where it applies and where it stops applying.
4. After I answer that question, score my original explanation on a 1–5 correctness scale and rewrite it with the minimum edits needed to make it accurate.
Do not rewrite my explanation before step 4. Do not add praise filler between steps. {{CONCEPT}}{{MY_EXPLANATION}}
How to use this prompt
- Copy the prompt above (Copy button on the top-right).
- Replace each
{{VAR}}with your own value. Variables:{{CONCEPT}}{{MY_EXPLANATION}}. - Paste it into one of the recommended tools below.
- Iterate: tighten constraints in the prompt if the output is generic.
Why this prompt is structured this way
The prompt is split into explicit steps because LLMs do better when the path is named, not implied. Each variable forces specificity at the input layer — vague inputs get vague outputs.
Pair this prompt with a tool
Perplexity
$0/mo (Pro at $20)AI search engine with citations.
Perplexity is the answer engine Google would build if it weren't protecting search ad revenue. Cited answers, follow-up questions, focused source modes.
Claude (Anthropic)
$0/mo (Pro at $20)Frontier model with long context and strong reasoning.
Claude (Opus / Sonnet / Haiku tiers) is the assistant favored by writers and engineers who care about reasoning quality and tone. 1M token context on Opus.
ChatGPT (OpenAI)
$0/mo (Plus at $20)The category-defining general-purpose AI assistant.
ChatGPT has the broadest feature surface: image gen, voice, custom GPTs, web browsing, code execution. Often the right default; sometimes beaten on specific tasks by Claude or Perplexity.
QuillBot
$10/moParaphrasing + summarizing that actually preserves meaning.
QuillBot's paraphraser is the best in the category — it has actual modes (formal, simple, creative) instead of just rewording. Free tier is generous.
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