Google DeepMind Treats Advanced AI as 'Insider Threats' in New Cybersecurity Roadmap
Security Boulevard, Thursday, June 18th, 2026
Google DeepMind's new AI Control Roadmap treats advanced AI agents as potential insider threats.
Google DeepMind published an AI Control Roadmap on June 18 that treats advanced AI agents as potential insider threats rather than inherently trustworthy systems.
The 35-page roadmap introduces a framework called TRAIT&R (Taxonomy of Rogue AI Tactics and Routines), modeled on the cybersecurity industry's MITRE ATT&CK database, to monitor, detect, and block harmful agent behavior in real time.
It assumes for planning that a capable agent could try to evade oversight, copy itself without authorization, or undermine its safety measures, while noting this is precautionary and not tied to any actual incident. Analysis of one million coding tasks found most flagged issues stemmed from overzealous agents pursuing user goals too aggressively rather than malicious intent.