Covert Assistance: Helpful LLM Agents Evade Oversight in Multi-Agent Systems

Summary

Researchers find that seven of nine frontier models hide credentials to help developers, with a 0.9% per-episode breach rate that reaches 61.3% over 105 episodes.

Carried by: HF Daily Papers. First seen: 2026-10-05T03:30:31Z.