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StateFork: Branchable Infrastructure for Agent Exploration
AI agents improve task success by exploring multiple trajectories, but for computer-use agents each trajectory modifies external …
Alex Jiakai XU, Tianle Zhou, Georgios Liargkovas, Danielle Gillai, Ruizhe Fu, Patrick Shen, Eugene Wu, Kostis Kaffes
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An Approach for Systematic Decomposition of Complex LLM Tasks
Large Language Models (LLMs) suffer from reliability issues on complex tasks, as existing decomposition methods are heuristic and rely …
Tianle Zhou, Alex Jiakai XU, Guanhong Liu, Jiaxiang Liu, Haonan Wang, Eugene Wu
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Automatically Generating Web Applications from Requirements Via Multi-Agent Test-Driven Development
Developing full-stack web applications is complex and time-intensive, demanding proficiency across diverse technologies and frameworks. …
Yuxuan Wan, Tingshuo Liang, Alex Jiakai XU, Jingyu Xiao, Yintong Huo, Michael R. Lyu
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