The Confidence Trap happens when a model sounds authoritative even when it’s...

https://research-wiki.win/index.php/Technical_Domain:_Why_39.3%25_of_Contradictions_is_a_Critical_Failure

The Confidence Trap happens when a model sounds authoritative even when it’s wrong. Analyzing 1,324 turns between OpenAI and Anthropic in our April 2026 audit, we found that multi-model review is essential. We hit 99.1% signal detection and flagged 0