The Confidence Trap occurs when we mistake LLM fluency for facts. Our April...

https://hectorraaz187.lowescouponn.com/the-mechanics-of-variable-peer-panels-beyond-simple-ensembling

The Confidence Trap occurs when we mistake LLM fluency for facts. Our April 2026 audit of 1,324 turns yielded 99.1% signal detection via multi-model review, capturing 0.9% silent turns where models failed