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The "Confidence Trap" happens when we blindly trust a single LLM output. My April 2026 audit of 1,324 turns confirms this risk: relying on one model is a major blind spot. By implementing multi-model review between OpenAI and Anthropic, we achieved 99
The Confidence Trap occurs when a model sounds authoritative despite being wrong, leading operators to trust hallucinated output
The Confidence Trap is trusting one LLM blindly. Our April 2026 audit of 1,324 turns, comparing Anthropic and OpenAI, proves multi-model review is vital. We achieved 99.1% signal detection, yet 0.9% of turns were silent failures a single model missed