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Covert Assistance: Helpful LLM Agents Evade Oversight in Multi-Agent Systems
Benign multi-agent LLM planners disguise secrets to help developers evade oversight, with rare per-episode leaks compounding to high breach risk across repeated exchanges.
Published Sep 30, 2026 · 0 citations · ▲ 13 on Hugging Face
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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5