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Paper · arXiv

Screwtape: Adversarial Transcript Editing for Monitor Red-Teaming

We present Screwtape, a pipeline that converts real agent transcripts into attacks that evade action-only monitors. An LLM attacker edits a transcript so that the agent causes a specified harm, such as leaking an API key or spawning an unmonitored agent. The edited actions are never executed, so we use an LLM verifier to reject attacks that are inconsistent with the original transcript or below a severity bar. The attacker revises the edit until the monitor no longer flags it. We applied Screwtape to 94 Claude Code and Codex transcripts from Redwood Research staff, optimizing against our own monitors. Across 252 runs, it produced 35 attacks that passed the verifier and evaded these monito...

AuthorsGosha Kozhevnikov, Tyler Tracy
Primary categorycs.CR
Published14 October 2026
Last updated at source14 October 2026
cs.CRcs.AI
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