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AI coding agents struggle with least-privilege authorization, new paper finds

A new research paper introduces permission-boundary inference, a method for AI coding agents to determine the necessary file-level access policies for tasks. The study found that current frontier models struggle with this, often granting excessive permissions while omitting crucial ones. To address this, the paper proposes a decomposition technique that first generates a broad policy and then refines it for tightness, significantly improving success rates and reducing security risks. AI

IMPACT This research highlights a critical security gap in current AI coding agents, suggesting new methods are needed to ensure safe deployment and prevent unauthorized access.

RANK_REASON Academic paper introducing a new method and benchmark for evaluating AI capabilities. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

AI coding agents struggle with least-privilege authorization, new paper finds

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Academic paper introducing a new method and benchmark for evaluating AI capabilities. [lever_c_demoted from research: ic=1 ai=1.0]
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High
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118 days old
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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Mengkang Hu ·

    Do Coding Agents Understand Least-Privilege Authorization?

    As coding agents gain access to shells, repositories, and user files, least-privilege authorization becomes a prerequisite for safe deployment: an agent should receive enough authority to complete the task, without unnecessary authority that exposes sensitive surfaces.To study wh…