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hallucination-loop

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mstransky / llm-drinking-problem

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A conceptual framework and risk matrix mapping technical LLM failure modes (sycophancy, self-correction bias, hallucination loops) to behavioral metaphors like "The Alcoholic Problem" to educate non-technical users and prevent Shadow IT risk.

ai-safety security-awareness ai-risk llm prompt-engineering ai-governance shadow-it sycophancy agentic-ai hallucination-loop automation-bias llm-risk-framework self-correction-bias
  • Updated Sep 11, 2026

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