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

https://atavi.com/share/xtbg8gz1isq8a

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