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Why AI Hallucinations Are a Quality Engineering Problem

calendar_today September 8, 2026 person Rajeshkumar Rajaseakaran Nair domain dzone

The first time most teams encounter a hallucination in production, they treat it like a bug. They investigate the specific output, trace it back to a prompt or a context window, adjust something, and move on. What they do not do is ask the more important question: how many other outputs like this have already reached users without anyone noticing?

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