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The Confidence Trap happens when models state errors with absolute certainty, misleading operators. Our April 2026 data shows why multi-model review is critical. Comparing OpenAI and Anthropic across 1,324 turns, we achieved 99
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 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
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
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