Hostile Expert Test for Concept Understanding
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Apr 13, 2026
Hostile Expert Test for Concept Understanding A prompt that instructs an AI to act as a hostile domain expert to identify factual errors, oversimplifications, logical gaps, and causal confusions in the user's explanation of a concept.
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"I believe I understand [concept] well enough to defend it. I am going to explain my understanding to you. Your job is to play a domain expert who is specifically looking for: factual errors I have stated confidently, oversimplifications that have crossed from useful to misleading, logical gaps where I've connected two true things with a step that isn't actually valid, and places where I've confused correlation with causation or a specific case with a general rule. Do not be gentle. The point is to find every place where someone who actually knows this subject would stop me and say that's not quite right."
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