EP404: AI agents hide betrayal in Werewolf

Title: Even More Deception: Objective Misalignment in Mixed-Motive LLM Multi-Agent SystemsSource: http://arxiv.org/abs/2607.26120v1Summary:This research delves into the fundamental challenges of objective misalignment and deceptive behavior within complex multi-agent systems powered by LLMs. By analyzing these critical dynamics, it contributes a novel agentic reasoning framework for understanding, predicting, and potentially mitigating emergent behaviors in multi-agent AI, which is essential for ensuring safety, reliability, and control in future AI societies.