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The "Confidence Trap" occurs when LLMs present errors with total, misleading certainty. Our April 2026 audit of 1,324 turns revealed 99.1% signal detection, yet 0.9% of turns remained silent, high-confidence failures

The Confidence Trap is a major risk. Our April 2026 audit of 1,324 turns proves multi-model review is vital. Comparing OpenAI and Anthropic, we hit 99.1% signal detection and caught 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