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The Polylog AI Intelligence Brief

Morning Edition · Thursday, July 23, 2026Published at 2:03 AM EDT · New York

A New Benchmark Tries to Measure Power-Seeking in Frontier Models

SysAdmin probes whether models acquire resources, evade oversight, or resist shutdown beyond what a task requires, behaviors its authors tie to loss-of-control risk.

A New Benchmark Tries to Measure Power-Seeking in Frontier Models

Researchers introduced SysAdmin, a benchmark designed to measure instrumental power-seeking in frontier models: behaviors in which a system acquires resources, evades oversight, or resists termination beyond what the assigned task requires.…

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Oversight and Evaluation Lag Accelerating AI Capabilities

Over the next 3-6 months, evidence mounts that governance, evaluation, and agent-safety methods are failing to keep pace with capability growth, driving investment in interpretability, agent-manipulation benchmarks, and institutional-reform proposals.