The Confidence Trap occurs when a model sounds authoritative while hallucinating, creating dangerous blind spots in automated workflows. In our April 2026 audit of 1,324 turns, we found that relying on a single provider often misses critical nuance
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The Confidence Trap occurs when we trust a model’s output just because it sounds persuasive. Relying on a single source creates dangerous blind spots, especially in complex workflows
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