Google DeepMind introduced an AI Control Roadmap, a security framework for managing increasingly capable AI agents deployed internally by treating potentially misaligned AI as an insider-threat problem. The approach layers monitoring, detection, and prevention systems, with protocols developed by analyzing more than one million coding agent tasks to identify harmful behaviors before they cause damage. The framework scales the strength of security measures according to the AI model’s assessed capability level.