The "Confidence Trap" happens when we trust a single LLM blindly, ignoring...

https://lukasnpyy234.cavandoragh.org/claude-confident-contradicted-33-8-why-is-it-lower

The "Confidence Trap" happens when we trust a single LLM blindly, ignoring latent errors. In our April 2026 audit of 1,324 turns, we achieved 99.1% signal detection but caught 0.9% silent turns. Relying solely on OpenAI or Anthropic is a risk