Toward Agentic Software Engineering Beyond Code: Framing Vision, Values, and Vocabulary
On the map: LLM agents and tool use → Software engineering coding agents
Abstract (arXiv)
Agentic AI is poised to usher in a seismic paradigm shift in Software Engineering (SE). As technologists rush head-along to make agentic AI a reality, SE researchers are driven to establish agentic SE as a research area. While early visions of agentic SE are primarily focused on code-related activities, early empirical evidence calls for a consideration of a wider range of socio-technical activities and concerns to make it work in practice. This paper contributes to the emerging visions by: (a) recommending an expansion of its scope beyond code, toward a 'whole of process' vision, grounding it in SE foundations and evolution and emerging agentic SE frameworks, (b) proposing a preliminary set of values and principles to guide community efforts, and (c) sharing guidance on designing and using well-defined vocabulary for agentic SE. It is hoped that these ideas will encourage collaborations and steer the SE community toward laying strong foundations of agentic SE so it is not limited to enabling coding acceleration but becomes the next process-level paradigm shift.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Placed in Software engineering coding agents, one of 16 directions in LLM agents and tool use. Builds on 11 of its 34 references that are in the map. First posted on arXiv 22 Oct 2025.
Builds on
11 of 34 references.
Closest ancestors · 5
Same direction, newest first
- 2025Agentic Software Engineering: Foundational Pillars and a Research Roadmap7 Sep
- 2025Agentic AI for Software: thoughts from Software Engineering community24 Aug
- 2025Unified Software Engineering Agent as AI Software Engineer17 Jun
- 2024Agents in Software Engineering: Survey, Landscape, and Vision13 Sep
- 2024LLM-Based Multi-Agent Systems for Software Engineering: Literature Review, Vision and the Road Ahead7 Apr
Other references · 6
- 2023Large Language Models for Software Engineering: A Systematic Literature Reviewcited by 389
- 2025AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challengescited by 167
- 2024Empowering Agile-Based Generative Software Development through Human-AI Teamworkcited by 12
- 2021Software Engineering for Responsible AI: An Empirical Study and Operationalised Patternscited by 9
- 2025Beyond the Personal Assistant: How Expectations for Enterprise AI in Teamwork Diverged as Generative AI Took Shape, 2023-2025cited by 5
- 2024Guiding Principles for Using Mixed Methods Research in Software Engineeringcited by 4
Built on by
Citing papers per year: 2026: 4.
4 papers.
- 2026Security in the Age of AI Teammates: An Empirical Study of Agentic Pull Requests on GitHubcited by 6
- 2026Toward Agentic Software Project Management: A Vision and Roadmapcited by 0
- 2026Govern the Repository, Not the Agent: Measuring Ecosystem-Level Risk in AI-Native Softwarecited by 0
- 2026Spec-Driven Development for Agentic Software Engineering: Harnessing Human-Agent Teamworkcited by 0
- 2026Spec-Driven Development for Agentic Software Engineering: Harnessing Human-Agent Teamwork31 Aug 2026
- 2026Govern the Repository, Not the Agent: Measuring Ecosystem-Level Risk in AI-Native Software26 Jun 2026
- 2026Toward Agentic Software Project Management: A Vision and Roadmap23 Jan 2026
- 2026Security in the Age of AI Teammates: An Empirical Study of Agentic Pull Requests on GitHub1 Jan 2026
Similar, not cited
Close in wording, no citation either way
- 2026Reproducible, Explainable, and Effective Evaluations of Agentic AI for Software Engineering
- 2026Rethinking Software Engineering for Agentic AI Systems
- 2026A Research Agenda on Agents and Software Engineering: Outcomes from the Rio A2SE Seminar
- 2026From Determinism to Delegation: AI-Native Software Engineering and the Evolution of the Agentic Engineer
- 2025Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI
- 2026The Semi-Executable Stack: Agentic Software Engineering and the Expanding Scope of SE
- 2026Agentic AI in the Software Development Lifecycle: Architecture, Empirical Evidence, and the Reshaping of Software Engineering
- 2026Agentic Software: How AI Agents Are Restructuring the Software Paradigm