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The Confidence Trap occurs when we mistake an LLM’s tone for accuracy, leading to dangerous automation bias. In our April 2026 audit of 1,324 turns, relying on single-model inference proved risky

The "Confidence Trap" occurs when an LLM sounds authoritative while hallucinating. Trusting one model is risky in high-stakes work. Our April 2026 audit of 1,324 turns shows why multi-model validation is essential

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The "Confidence Trap" occurs when teams rely on one model's output without verification. Our April 2026 analysis of 1,324 turns shows why multi-model review is critical. By comparing results from Anthropic and OpenAI, we achieved 99.1% signal detection