Agent

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
DOI
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
DOI
Toward Systems Foundations for Agentic Exploration
Agentic exploration, letting LLM-powered agents branch, backtrack, and search across many execution paths, demands systems support well …
Alex Jiakai XU, Tianle Zhou, Eugene Wu, Kostis Kaffes
Cite Project DOI
Toward Systems Foundations for Agentic Exploration