The "Confidence Trap" is the danger of trusting an LLM’s authoritative tone...

https://www.tool-bookmarks.win/the-confidence-trap-occurs-when-llms-sound-certain-while-failing-relying-on

The "Confidence Trap" is the danger of trusting an LLM’s authoritative tone when it is objectively wrong. Relying on a single provider is a blind spot. In our April 2026 audit of 1,324 turns, we compared output from Anthropic’s Claude and OpenAI’s GPT-4o