When Should AI Admit It Doesn't Know?

A thoughtful studio exchange about when AI should admit uncertainty instead of performing confidence.

The interviewer asks when an AI should say "I don't know" and whether uncertainty is a weakness. The guest argues that a useful answer separates what is known from what remains uncertain, then closes with a simple standard: confidence should be earned, not performed.