MindZero introduces a self-supervised reinforcement learning framework that enhances large language models' ability to infer human mental states without requiring explicit annotations. This advancement improves both the accuracy and efficiency of AI agents in real-time assistance tasks, marking a significant step forward in AI's Theory of Mind capabilities.