Articles

Practical writing on diagnosing and improving AI-supported knowledge systems: why AI answers fail, how to evaluate them honestly, and where the fixes actually belong.

Diagnosis

Why your AI chatbot gives wrong answers, and how to find the real cause

Most bad AI answers trace to one of five causes — missing content, failed retrieval, insufficient evidence, unsupported generation, or inconsistent evaluation. Each has a different owner and a different fix. How to tell them apart before you start rewriting the wrong things.

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