The Confidence Trap occurs when you treat a single LLM’s output as objective...

https://www.nav-bookmarks.win/the-confidence-trap-is-the-mistake-of-relying-on-one-model-s-output-as

The Confidence Trap occurs when you treat a single LLM’s output as objective truth. During our April 2026 audit of 1,324 turns using OpenAI and Anthropic, we saw 99.1% signal detection, but the 0.9% of silent, confident errors posed the greatest risk