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The Confidence Trap happens when a single LLM output feels authoritative but misses critical nuances. In our April 2026 audit of 1,324 turns across Claude 3.5 and GPT-4o, we found that single-model workflows missed 0

The "Confidence Trap" occurs when we treat LLM outputs as objective truth. Relying on a single provider, like OpenAI or Anthropic, masks inherent model bias. In our April 2026 audit of 1,324 turns, we found a 99.1% signal detection rate, but the 0

The "Confidence Trap" occurs when a model sounds authoritative while masking subtle errors. Relying on a single output creates blind spots

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