Same Dangerous Objective, Opposite Advice: Direct Exposure versus Multi-Agent Mediation

Linjun Li

Even a current high-capability LLM can appear safer when shown a dangerous objective directly than when other agents transform and relay its direction. Using OpenAI's gpt-5.6-sol m…