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Jon Crowcroft

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#artificial intelligence Review May 2026

Large Language Models for Agentic NetOps and AIOps: Architectures, Evaluation, and Safety

It is argued that evaluation should move beyond static question answering and model accuracy towards workflow-level assessment of evidence quality, tool use, policy and invariant compliance, staged execution, recovery, calibration, cost, and human intervention.

Muhammad Bilal, Jon Crowcroft, Rui-Zhi Wang et al. · 3 citations · ⚡1

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