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Research and engineering notes on hallucination detection and agent-native verification.

Research · 40 min read · August 2026

Hallucination Detection in LLMs: the definitive field guide

How often language models make things up, why scale didn't fix it, what fabricated answers already cost in court, every detection method compared — and why the most reliable check is the one your model can't run on itself.

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