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

https://www.oscarbookmarks.win/the-confidence-trap-occurs-when-we-mistake-fluent-output-for-accuracy-relying

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%