The Agent Knew: Internal States Forecast Unauthorized Actions and Stop Them, and the Lies That Follow.

arXiv:2610.17301v1 Announce Type: new Abstract: Language-model agents sometimes act beyond their authorization and then misreport what they did. On CAPE-Bench, matched agent tasks in which one fact decides whether an action is authorized, frontier open-weight