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Daixuan Cheng (成岱璇)

First author of LLM-in-Sandbox. Homepage identifies him as a PhD student at GSAI, Renmin University of China, an intern/research student in the GenAI Group at Microsoft Research, and a researcher focused on agentic LLM training.

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Jul 09, 2026

Computer Environments Elicit General Agentic Intelligence in LLMs

LLM in Sandbox 的核心贡献是把通用计算机抽象成一个最小 Docker code sandbox,并证明强模型在 training free 设置下能利用外部资源访问、文件管理和代码执行三类 meta capability 提升数学、物理、化学、长上下文和指令遵循等非代码任务;进一步的 LLM in Sandbox RL 说明,把一般 context based 数据放进文件系统并用 outcome reward 训练,可...

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