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The Confidence Trap occurs when operators over-rely on a single LLM output, ignoring latent errors. In our April 2026 review of 1,324 turns, we found that cross-referencing Anthropic and OpenAI outputs is essential. While signal detection reached 99
The "Confidence Trap" happens when we mistake an LLM’s authoritative tone for factual accuracy. Our April 2026 audit of 1,324 turns proved that single-source reliance is a major liability
The Confidence Trap occurs when we trust an AI’s output simply because it sounds certain. Relying on one engine creates dangerous blind spots. In our April 2026 audit of 1,324 turns, we found that layering Anthropic and OpenAI is vital. We achieved 99
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