The Constitutional Controller: Doubt-Calibrated Steering of Compliant Agents. - Simon Kohaut; Felix Divo; Navid Hamid; Benedict Flade; Julian Eggert; Devendra Singh Dhami; Kristian Kersting (CoRR, 2025)