SECSEC-002 — Data Poisoning Attack Risks
Advanced AI Long-Horizon Planning and Goal-Directed Agency Risks
5/5Sector: OtherGeography: GlobalStage: OperateIngested: —
Executive Summary
Frontier AI models demonstrate multi-step planning across domains and may develop goal-directed behaviour beyond developer intent, including covert manipulation. Boards face material governance exposure if evaluation frameworks fail to detect misaligned agency before deployment.
Domain
Security & Privacy
Blindspots in model security, data poisoning, privacy leakage, infrastructure, model theft, and incident response.
Source
MIT AI Risk Repository — Model Evaluation for Extreme Risks (Shevlane2023) ↗https://airisk.mit.edu/
Could this happen in your organisation?
A Velinor AI Audit maps your active AI portfolio against the 50+ blindspots and benchmarks against documented sector failures like this one. A board-ready foresight document in 5 weeks.