Iterative Experience Refinement of Software-Developing Agents

1 code implementation • 7 May 2024 • Chen Qian, Jiahao Li, Yufan Dang, Wei Liu, Yifei Wang, Zihao Xie, Weize Chen, Cheng Yang, Yingli Zhang, Zhiyuan Liu, Maosong Sun

We propose two fundamental patterns: the successive pattern, refining based on nearest experiences within a task batch, and the cumulative pattern, acquiring experiences across all previous task batches.

Experiential Co-Learning of Software-Developing Agents

1 code implementation • 28 Dec 2023 • Chen Qian, Yufan Dang, Jiahao Li, Wei Liu, Zihao Xie, Yifei Wang, Weize Chen, Cheng Yang, Xin Cong, Xiaoyin Che, Zhiyuan Liu, Maosong Sun

Recent advancements in large language models (LLMs) have brought significant changes to various domains, especially through LLM-driven autonomous agents.

ChatDev: Communicative Agents for Software Development

1 code implementation • 16 Jul 2023 • Chen Qian, Wei Liu, Hongzhang Liu, Nuo Chen, Yufan Dang, Jiahao Li, Cheng Yang, Weize Chen, Yusheng Su, Xin Cong, Juyuan Xu, Dahai Li, Zhiyuan Liu, Maosong Sun

Numerous studies used deep learning to improve specific phases in a waterfall model, such as design, coding, and testing.

Decision Making