tracked author

Ji-Rong Wen

LLM-in-Sandbox coauthor and Towards Long-Horizon Agents senior coauthor from RUC GSAI. RUC faculty page identifies him as executive dean of the Gaoling School of Artificial Intelligence, and public profiles connect him to large language models, web search and information retrieval.

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Computer Environments Elicit General Agentic Intelligence in LLMs

LLM in Sandbox 只给模型 shell、文件编辑和完成信号,使部分模型—任务组合获得最高 15.5 个百分点增益,并让 Qwen3 4B 经文件型通用任务强化学习后把平均交互轮次从 23.7 降到 7.0,这些数值来自允许联网的特定环境配置。

待审阅 2601.16206-computer-environments-agentic-intelligence Tool UseAgent RLAgent Workflow