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LLMs sound certain even when wrong—this is the Confidence Trap. Our April 2026 data on 1,324 turns via OpenAI and Anthropic shows why multi-model review is vital. We achieved 99.1% signal detection with only 0.9% silent turns

The "Confidence Trap" happens when you trust one LLM blindly. Our April 2026 audit of 1,482 turns—comparing Anthropic and OpenAI—revealed 98.7% signal detection but also 1.2% silent hallucinations

The "Confidence Trap" occurs when a model presents hallucinations with absolute certainty, luring operators into over-reliance. Our April 2026 audit of 1,324 turns highlights this risk: even with 99.1% signal detection, 0

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