Your AI Sounds Most Confident Right Before It's Wrong — Here's the Data

Let's start with something that took me a while to sit with properly. AI models are 34% more likely to use confident language — phrases like "definitely," "certainly," "without question" — when they're generating incorrect information compared to correct information. Not less confident. More. That's not a bug report from a niche research paper. That's how the system fundamentally works. And if you've been using confident AI output as a proxy for reliable AI output, you've been reading the signal