The GDM AI Control Roadmap introduces TRAIT&R, a new taxonomy for identifying tactics used by adversarial AI agents. This framework adopts a worst-case cybersecurity approach to threat modeling. It focuses on system-level mitigations to contain misaligned models. Practitioners gain a concrete blueprint for implementing internal guardrails against autonomous agent risks.