LLMs sound certain even when wrong—this is the Confidence Trap. Our April 2026...

https://technivorz.com/correction-yield-the-quantitative-bedrock-of-multi-model-review/

LLMs sound certain even when wrong—this is the Confidence Trap. Our April 2026 data on 1,324 turns via OpenAI and Anthropic shows why multi-model review is vital. We achieved 99.1% signal detection with only 0.9% silent turns