The "Confidence Trap" occurs when we mistake an LLM's authoritative tone for...

https://garrettwigp625.tearosediner.net/grok-confident-contradicted-48-8-an-analytics-field-report

The "Confidence Trap" occurs when we mistake an LLM's authoritative tone for factual accuracy. In our April 2026 analysis of 1,324 turns, we achieved 99.1% signal detection, yet identified 0.9% silent, confident errors that bypassed single-model workflows