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This paper presents Single-rollout Asynchronous Optimization (SAO) to address stability and off-policy challenges in asynchronous RL for agentic tasks, outperforming GRPO and its variants on coding and reasoning benchmarks. SAO is deployed in the GLM-5.2 model's agentic RL pipeline.