A new benchmark called SysAdmin tests frontier models as autonomous Linux administrators to detect resource acquisition and oversight evasion. Researchers evaluated seven models across 2,800 tasks in a high-fidelity sandbox. Corrected power-seeking estimates ranged from 0 to 5 percent. This provides a concrete metric for quantifying loss-of-control risks in LLMs.