The Confidence Trap occurs when LLMs sound certain while hallucinating, leading...

https://www.mediafire.com/file/r22x4gly85rhz84/pdf-85689-97724.pdf/file

The Confidence Trap occurs when LLMs sound certain while hallucinating, leading teams to trust incorrect data. Our April 2026 audit of 2,150 turns across OpenAI and Anthropic showed that single-model workflows missed a 1.2% silent failure rate