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Ex-Intel Analyst Shares Prompt to Help ChatGPT Detect Circular Reporting

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A former intelligence analyst with over 20 years of experience has published a detailed prompt designed to help AI assistants like ChatGPT and Claude identify circular reporting and potential disinformation in source material. Circular reporting occurs when multiple sources appear to independently confirm a claim but actually trace back to a single, sometimes unverifiable, origin. The analyst observed that AI assistants, despite their fluency, are susceptible to this same trap — presenting confident answers that fall apart when sources are traced. The shared prompt instructs the AI to map citation chains explicitly, flag coordinated language or suspicious timing, and distinguish confirmed manipulation from unverified suspicion. Notably, the prompt also directs the assistant to report cleanly when no issues are found, preventing it from manufacturing concerns to appear thorough.

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Ex-Intel Analyst Shares Prompt to Help ChatGPT Detect Circular Reporting · ShortSingh