The Confidence Trap occurs when we trust a single LLM’s output simply because...

https://sticky-wiki.win/index.php/Perplexity_Confident-Contradicted_33.9%25:_Decoding_the_Confidence_Trap_in_Grounded_Retrieval

The Confidence Trap occurs when we trust a single LLM’s output simply because it sounds authoritative, masking potential errors. In our April 2026 audit of 4,892 turns between OpenAI and Anthropic, we achieved 98.4% signal detection, yet identified 1