Good Judgment, Bad Advice: Decision-Model Controllers Raise Agent Cost Without Improving Success

Published 25 October 2026

A typed decision controller for a terminal agent increased cost by 19% without improving its 73% success rate. Although it ranked when to stop better offline, poor calibration led it to request unnecessary verification, showing that useful signals did not translate into better actions.