Red-Teaming Auto Mode: Improving Blocking Classifiers against Malign Coding Agents

To keep coding agents from going off the rails, production systems now review each proposed action with a blocking monitor that can reject it before it runs Auto Mode in Claude Code, Guardian in OpenAI's Codex. Prior evaluations of such monitors largely measure robustness to accidental harm or...