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How your LLM is silently hallucinating company revenue

Over 50,000 production queries analyzed reveal most semantically incorrect SQL generated by LLMs still executes, causing misleading business metrics without easy human detection.

Summary by The New Stack
LLMs are accelerating work across engineering disciplines, from generating React components and building backend APIs to noodling with SQL. But we all know LLMs make mistakes, and the nature of those mistakes varies dramatically across domains. Using LLMs with databases is deceptively error-prone. When an LLM generates a React component, errors tend to surface quickly. The code either fails to compile or renders something visibly wrong: a button…

4 Articles

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Bias Distribution

  • 50% of the sources are Center, 50% of the sources lean Right
50% Right

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Security Boulevard broke the news in on Thursday, February 19, 2026.
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