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prompt-engineering-techniques

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llm-failure-mode-taxonomy

A practitioner's taxonomy of recurring failure patterns in large language models — extracted from 225 real AI sessions across Deepseek and Claude. Named, defined, and sourced — with mechanisms, interventions, prevalence data, and a diagnostic flowchart. Built as a vocabulary for prompt writers and AI evaluators.

  • Updated Mar 22, 2026

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