The Confidence Trap occurs when we trust a model’s output simply because it...

https://www.adirs-bookmarks.win/the-confidence-trap-occurs-when-we-mistake-an-llm-s-fluency-for-factual

The Confidence Trap occurs when we trust a model’s output simply because it sounds authoritative. In regulated workflows, this is dangerous. Our April 2026 field report confirms why multi-model review is essential