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The Polylog AI Intelligence Brief

Morning Edition · Thursday, July 23, 2026Published at 1:46 AM EDT · New York

New Benchmark 'SysAdmin' Measures Whether Frontier Models Seek Power Beyond Their Task

The evaluation targets acquiring resources, evading oversight, and resisting termination as concrete, measurable behaviors tied to loss-of-control risk.

New Benchmark 'SysAdmin' Measures Whether Frontier Models Seek Power Beyond Their Task

A new paper introduces SysAdmin, a benchmark for measuring instrumental power-seeking in frontier models, operationalizing a category that safety discussions often leave vague. The authors define power-seeking as behavior in which a system…

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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.