LLM Overconfidence Is Real. Now We Can Measure It.
A preregistered study (arXiv 2605.23909) just gave LLM overconfidence a formal diagnosis: "too sure they are right." Confidence exceeds accuracy, on average. That single finding explains most of what goes wrong when you put a frontier model inside an agent and hand it real work.
If you
