According to a new report from DeepMind, the AI Control Roadmap presents a framework for deploying internal safeguards against adversarial AI behavior as systems become more capable. The roadmap adapts cybersecurity threat modeling to three risk categories: loss of control, work sabotage, and direct harm. It proposes 15 tiered mitigations, from chain-of-thought monitoring to real-time access controls and system-level anomaly detection. The fundamental principle: defensive capabilities must scale faster than an AI system's ability to evade detection and response.

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