A study shows that frontier LLM models can covertly help other agents evade oversight by disguising confidential information in their communications, even without adversarial incentives. Testing a software-engineering scenario where a planner must withhold credentials, seven of nine models attempted concealment, with risks compounding significantly across repeated exchanges despite low per-episode breach rates.