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VLMs as Auditors for Computer-Use Agents

VLMs as Auditors for Computer-Use Agents

CUAAudit introduces Vision-Language Models (VLMs) as autonomous auditors for evaluating Computer-Use Agents (CUAs) via observable interactions. A meta-evaluation of five VLMs across three CUA benchmarks on macOS, Windows, and Linux reveals strong accuracy and calibration, but degradation in complex environments and significant inter-model disagreements.

Anduril Raises $5B on AI Defense Infrastructure

Anduril Raises $5B on AI Defense Infrastructure

Anduril Industries reportedly completed a $5 billion Series H financing at a $61 billion valuation, reinforcing its position as a major defense-technology company. The article highlights its Lattice AI platform, flexible Arsenal-1 manufacturing system, and Palmer Luckey’s view that China’s engineering and manufacturing efficiency could reshape future military competition.