The "Confidence Trap" occurs when an LLM sounds authoritative while...

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

The "Confidence Trap" occurs when an LLM sounds authoritative while hallucinating. Trusting one model is risky in high-stakes work. Our April 2026 audit of 1,324 turns shows why multi-model validation is essential