The "Confidence Trap" occurs when models sound authoritative while...

https://www.red-bookmarks.win/the-confidence-trap-occurs-when-we-treat-a-single-llm-output-as-ground-truth

The "Confidence Trap" occurs when models sound authoritative while hallucinating, causing dangerous gaps in high-stakes workflows. Relying on one output is risky. In April 2026, we processed 1,324 turns across OpenAI and Anthropic, achieving 99