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METR red-teams OpenAI's internal agent monitoring and finds coverage gaps

AIMETR and Redwood Research ran a three-week pilot red-teaming exercise on OpenAI's internal misalignment monitoring system in July and August. They estimated that roughly 75–94% of eligible agentic Responses API traffic from models at least as strong as GPT-5.5 was eligible for monitoring, and found vulnerabilities including monitoring gaps from compaction events and a sandbox bypass.

AIWhy it matters.

The post reports concrete monitoring gaps and fixes found in OpenAI's agent oversight, clarifying what external red-teaming can and cannot establish about internal safeguards.

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METR Blog · metr.orgPublished · added here

Original title: Red-Teaming OpenAI's Internal Agent Monitoring Systems