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

https://www.bust-bookmark.win/the-confidence-trap-masks-errors-with-false-certainty-our-april-2026-audit-of

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