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

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

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