A summary of the below references can be found at https://www.overleaf.com/read/bsvdkyxwdxrr#89bfbb
| Work | Analysis & Design | Implementation | Review | Testing | Deployment |
|---|---|---|---|---|---|
Chatdev |
Design | CodingWriting & CodeCompleteAll | CodeReviewComment & CodeReviewModification | TestErrorSummary & TestErrorFix | EnviromentSetupDoc & ManualWriting |
magis |
manager | developer | qa_engineer | qa_engineer | .... |
CodeR |
Manager.create_plan | Editor | FaultLocalizer | Verifier | Manager.interpret_execution_summary |
CoAct |
GlobalPlanningAgent | LocalExecutionAgent | GlobalPlanningAgent | LocalExecutionAgent | GlobalPlanningAgent |
aide |
understand_symbol & provide_insights | propose change | ... | run_tests & gather_feedback | DeveloperInLoop |
devOpsGPT |
analyze_requirements, clarify_requirements, define_api, split_tasks | generate_code | auto_self_check | unit_testing, integration_testing, deployment_testing | check_working_software |
meta_GPT |
product_manager, architect, project_manager | engineer | qa_engineer | qa_engineer | project_manager |
patchflows |
... | ... | ... |
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D. Chen, S. Lin, M. Zeng, D. Zan, J.-G. Wang, A. Cheshkov, J. Sun, H. Yu, G. Dong, A. Aliev, J. Wang, X. Cheng, G. Liang, Y. Ma, P. Bian, T. Xie, and Q. Wang, “CodeR: Issue Resolving with Multi-Agent and Task Graphs,” 2024, publisher: arXiv Version Number: 3. [Online]. Available: https://arxiv.org/abs/2406.01304
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W. Tao, Y. Zhou, W. Zhang, and Y.-X. Cheng, “MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution,” arXiv.org, 2024. [Online]. Available: https://arxiv.org/abs/2403.17927
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S. Hong, M. Zhuge, J. Chen, X. Zheng, Y. Cheng, C. Zhang, J. Wang, Z. Wang, S. K. S. Yau, Z. Lin, L. Zhou, C. Ran, L. Xiao, C. Wu, and J. Schmidhuber, “MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework,” 2023, publisher: arXiv Version Number: 5. [Online]. Available: https://arxiv.org/abs/2308.00352
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X. Hou, M. Yang, W. Jiao, X. Wang, Z. Tu, and W. X. Zhao, “CoAct: A Global-Local Hierarchy for Autonomous Agent Collaboration,” June 2024, arXiv:2406.13381 [cs]. [Online]. Available: http://arxiv.org/abs/2406.13381
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DevOpsGPT: AI-Driven Software Development Automation Solution. [Online]. Available: https://github.com/kuafuai/DevOpsGPT
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Patched: Open Source AI workflows for software development. [Online]. Available: https://www.patched.codes
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Aide’s SOTA multi-agent coding framework. [Online]. Available: https://aide.dev/blog/sota-on-swe-bench-lite
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Chatdev: Communicative agents for software development. [Online]. Available: https://arxiv.org/abs/2307.07924. GitHub: https://github.com/OpenBMB/ChatDev