The "Confidence Trap" happens when we trust a single LLM blindly, ignoring...
https://fast-wiki.win/index.php/What_Does_%E2%80%9CTier_Aggregation%E2%80%9D_Mean_for_LLM_Outputs%3F_A_Performance_Audit
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