LLM confidently said Paris is Germany's capital—hallucination remains unsolved

ingliguori · x · 2026-09-28

The author's LLM confidently claimed Paris is the capital of Germany, illustrating the hallucination problem nobody wants to admit: these systems sound 100% confident, are wrong 15-30% of the time, and are impossible to fact-check at scale—risky for healthcare, legal research, financial advice, and education.

What's working: RAG, human-in-the-loop validation, confidence scoring, and clear disclaimers. Conclusion: the tech isn't ready for full autonomy, and the smartest AI strategy right now is humility.

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