Challenges and Paths Towards AI for Software Engineering Article Swipe
Alex Gu
,
Naman Jain
,
Weizhong Li
,
Manish Shetty
,
Yijia Shao
,
Ziyang Li
,
Diyi Yang
,
Kevin Ellis
,
Koushik Sen
,
Armando Solar-Lezama
·
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.32388/vv1661
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.32388/vv1661
AI for software engineering has made remarkable progress recently, becoming a notable success within generative AI. Despite this, there are still many challenges that need to be addressed before automated software engineering reaches its full potential. It should be possible to reach high levels of automation where humans can focus on the critical decisions of what to build and how to balance difficult tradeoffs while most routine development effort is automated away. Reaching this level of automation will require substantial research and engineering efforts across academia and industry. In this paper, we aim to discuss progress towards this in a threefold manner. First, we provide a structured taxonomy of concrete tasks in AI for software engineering, emphasizing the many other tasks in software engineering beyond code generation and completion. Second, we outline several key bottlenecks that limit current approaches. Finally, we provide an opinionated list of promising research directions toward making progress on these bottlenecks, hoping to inspire future research in this rapidly maturing field.
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Metadata
- Type
- preprint
- Language
- en
- Landing Page
- https://doi.org/10.32388/vv1661
- https://www.qeios.com/read/VV1661/pdf
- OA Status
- gold
- Cited By
- 2
- References
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- Related Works
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- OpenAlex ID
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All OpenAlex metadata
Raw OpenAlex JSON
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https://openalex.org/W4409155935Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.32388/vv1661Digital Object Identifier
- Title
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Challenges and Paths Towards AI for Software EngineeringWork title
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preprintOpenAlex work type
- Language
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enPrimary language
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2025Year of publication
- Publication date
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2025-04-04Full publication date if available
- Authors
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Alex Gu, Naman Jain, Weizhong Li, Manish Shetty, Yijia Shao, Ziyang Li, Diyi Yang, Kevin Ellis, Koushik Sen, Armando Solar-LezamaList of authors in order
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https://doi.org/10.32388/vv1661Publisher landing page
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https://www.qeios.com/read/VV1661/pdfDirect link to full text PDF
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YesWhether a free full text is available
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goldOpen access status per OpenAlex
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https://www.qeios.com/read/VV1661/pdfDirect OA link when available
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Software engineering, Computer science, Software, Programming languageTop concepts (fields/topics) attached by OpenAlex
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2Total citation count in OpenAlex
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2025: 2Per-year citation counts (last 5 years)
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10Other works algorithmically related by OpenAlex
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