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Measuring the Permission Gate: A Stress-Test Evaluation of Claude Code's Auto Mode

Ji, Zimo et al.
arXiv (All) · Papers
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artificial-intelligencecryptography-and-securitysoftware-engineering
Claude Code's auto mode is the first deployed permission system for AI coding agents, using a two-stage transcript classifier to gate dangerous tool calls. Anthropic reports a 0.4% false positive rate and 17% false negative rate on production traffic. We present the first independent evaluation of t
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