AgenticAKM : Enroute to Agentic Architecture Knowledge Management
On the map: LLM agents and tool use → Software engineering coding agents
Abstract (arXiv)
Architecture Knowledge Management (AKM) is crucial for maintaining current and comprehensive software Architecture Knowledge (AK) in a software project. However AKM is often a laborious process and is not adopted by developers and architects. While LLMs present an opportunity for automation, a naive, single-prompt approach is often ineffective, constrained by context limits and an inability to grasp the distributed nature of architectural knowledge. To address these limitations, we propose an Agentic approach for AKM, AgenticAKM, where the complex problem of architecture recovery and documentation is decomposed into manageable sub-tasks. Specialized agents for architecture Extraction, Retrieval, Generation, and Validation collaborate in a structured workflow to generate AK. To validate we made an initial instantiation of our approach to generate Architecture Decision Records (ADRs) from code repositories. We validated our approach through a user study with 29 repositories. The results demonstrate that our agentic approach generates better ADRs, and is a promising and practical approach for automating AKM.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Placed in Software engineering coding agents, one of 16 directions in LLM agents and tool use. Builds on 6 of its 13 references that are in the map. First posted on arXiv 4 Feb 2026.
Builds on
6 of 13 references.
Closest ancestors · 4
Same direction, newest first
- 2025Understanding Software Engineering Agents: A Study of Thought-Action-Result Trajectories23 Jun
- 2024Agents in Software Engineering: Survey, Landscape, and Vision13 Sep
- 2024MASAI: Modular Architecture for Software-engineering AI Agents17 Jun
- 2024LLM-Based Multi-Agent Systems for Software Engineering: Literature Review, Vision and the Road Ahead7 Apr
Other references · 2
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Close in wording, no citation either way
- 2026From Scattered to Structured: A Vision for Automating Architectural Knowledge Management ↗
- 2026Beyond Correctness: Enhancing Architectural Reasoning in Code LLMs via Scalable Labeling with Agentic Judgment
- 2026LLM-based Automated Architecture View Generation: Where Are We Now?
- 2025Knowledge-Based Multi-Agent Framework for Automated Software Architecture Design
- 2025MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration
- 2026Assistance to Autonomy: A Systematic Literature Review of Agentic AI across the Software Development Life Cycle
- 2026Agentic AI in the Software Development Lifecycle: Architecture, Empirical Evidence, and the Reshaping of Software Engineering
- 2025DRAFT-ing Architectural Design Decisions using LLMs