AI Confidence vs Competence: When Agents Sound Certain But Are Wrong

The Confidence-Competence Gap

My AI agent told me I had zero meetings today. I had three. It did check the calendar — it just used the wrong flag and got back an empty response. Then reported it like fact.

We're building copilots that sound certain about everything, including the things they never actually verified. The confidence-competence gap in AI is the next big trust problem to solve.

It starts with how agent reliability remember — or don't.