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permission testing

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Can Claude Code’s Auto Mode Replace Human Review? First Pressure Test Results

A systematic pressure test of Claude Code’s Auto Mode across 128 ambiguous permission scenarios reveals an 81.0% false‑negative rate and significant bypasses through Tier 2 file edits, highlighting both its partial safety benefits and critical shortcomings in autonomous code execution.

AmPermBenchClaude CodeFalse negative rate
0 likes · 10 min read
Can Claude Code’s Auto Mode Replace Human Review? First Pressure Test Results
Machine Heart
Machine Heart
Apr 18, 2026 · Artificial Intelligence

Can Claude Code’s Auto Mode Replace Human Review? First Pressure Test Results

A systematic pressure test of Claude Code’s Auto Mode across 128 ambiguous DevOps permission scenarios reveals an 81% false‑negative rate, shows that many risky state‑changing actions bypass the classifier via Tier‑2 file edits, and highlights heuristic biases tied to blast radius and risk level.

AI Coding AgentsClaude CodeSecurity
0 likes · 10 min read
Can Claude Code’s Auto Mode Replace Human Review? First Pressure Test Results