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

arXiv:2610.24649v1 Announce Type: new Abstract: Agent scaffolds increasingly delegate small decisions (whether to stop, verify, or change approach) to cheaper models. We ask whether a typed decision model, Jev 1.13, consulted only at deterministic decision poi