The Confidence Trap is simple: assuming one model’s output is objective truth....

https://www.bright-bookmarks.win/the-confidence-trap-happens-when-we-mistake-an-llm-s-high-certainty-for

The Confidence Trap is simple: assuming one model’s output is objective truth. In our April 2026 audit of 1,324 turns, cross-referencing OpenAI and Anthropic proved essential for accuracy. We hit 99.1% signal detection, leaving only 0.9% as silent turns