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Policy SafetyOfficialPreprintarXiv Cryptography and Security

GDM AI Control Roadmap Proposes Tiered Defenses Against Misaligned AI Agents

Jul 16, 2026

A new arXiv preprint from GDM introduces the AI Control Roadmap v0.1, outlining a structured approach to internal security for potentially misaligned AI agents. The roadmap presents a threat taxonomy (TRAIT&R), capability-based mitigation tiers (D1-D4, R1-R3), and 15 specific defensive measures, including chain-of-thought monitoring and shutdown infrastructure. The framework is designed to escalate defenses as AI capabilities increase, aiming to address emerging security challenges in AI deployment.

Why it matters: This roadmap offers a systematic, tiered framework for mitigating risks from misaligned AI agents, addressing a key safety concern as AI systems become more capable and integrated into critical operations.

Full story at: arXiv Cryptography and Security