The Confidence Trap hides errors behind false certainty. In our April 2026...

https://www.echobookmarks.win/the-confidence-trap-is-trusting-an-llm-s-tone-over-its-actual-performance-our

The Confidence Trap hides errors behind false certainty. In our April 2026 audit, cross-verifying Anthropic and OpenAI reached 99.2% signal detection across 1,450 turns, cutting silent failures to 0.7%