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

https://www.hometalk.com/member/240490168/eugenia1428480

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