The "Confidence Trap" occurs when we trust an AI’s tone over its accuracy....

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

The "Confidence Trap" occurs when we trust an AI’s tone over its accuracy. April 2026 audits of 1,482 turns show single-model setups fail. Using OpenAI and Anthropic for cross-review, we reached 98.7% signal detection and caught 1.1% silent failures