Technology executives and compliance professionals should assume that frontier models will outpace current control environments. If your governance framework still depends on static rules, point-in-time reviews, or single-model oversight, it is already behind the risk curve. The immediate priority is to redesign compliance and control systems for a world in which AI capability evolves faster than traditional policy enforcement can respond. That means moving now to a multi-model, human-directed governance architecture that can continuously adapt, challenge model behavior, and enforce accountability across the enterprise. The future control plane cannot be passive or only rules based. It must be intelligent, adaptive, and explicitly built to withstand both external threats and internal misuse.