The Constitutional Controller: Doubt-Calibrated Steering of Compliant Agents.

arXiv:2507.15478v2 Announce Type: replace-cross Abstract: Ensuring reliable and rule-compliant behavior of autonomous agents in uncertain environments remains a fundamental challenge in modern robotics. Our work shows how neuro-symbolic systems, which integrat