构建AI优先组织的路线图：嵌入式软件开发案例研究
Developing a Roadmap to an AI-first Organization: A Case Study in Embedded Software Development
- University of Gothenburg（哥德堡大学）
- Chalmers University of Technology（查尔姆斯理工大学）
机构由 AI 辅助整理，请以论文原文为准。
AI总结：
本文通过大型嵌入式系统公司的案例研究，探讨向AI优先组织转型的路线图，分析智能体AI对团队结构、能力与角色的影响，并提出联邦式团队组建及人机协同实践建议。
AI中文摘要：
AI智能体的出现预计将通过超越作为助手的AI，转向能够以日益增长的自主性规划、执行和评估开发任务的系统，来重塑软件工程。这一转变对于嵌入式软件组织尤为重要，因为这些组织通常对质量、可追溯性、验证和长期可维护性有严格要求。本文介绍了一家大型嵌入式系统公司向成为AI优先组织转型的案例研究。通过混合方法，我们分析了从一场有40名参与者（包括Scrum Master、架构师、管理层和产品负责人）的半结构化研讨会中收集的数据。研究结果表明，参与者期望智能体AI影响团队结构、所需能力、组织战略以及开发人员在组织内的角色。基于这些发现，本文讨论了联邦式AI团队组建、此类组织中的人机协同实践以及AI智能体在嵌入式软件工程中可持续采用的影响。我们还为该组织提供了成为AI优先组织的具体路线图。
英文摘要：
The emergence of AI agents is expected to reshape software engineering by moving beyond AI as assistants towards systems capable of planning, executing, and evaluating development tasks with increasing autonomy. This transition is particularly significant for embedded software organizations, where strict requirements for quality, traceability, verification, and long-term maintainability often apply. This paper presents a case study of a large embedded systems company and its transition toward becoming an AI-first organization. Through a mixed method, we analyzed data collected from a semi-structured workshop with 40 participants, including scrum masters, architects, management, and product owners. The findings show that the participants expect agentic AI to affect team structure, required competencies, organizational strategies, and developers' roles within the organization. Based on these findings, the paper discusses implications for federated AI team formation, human-in-the-loop practices in such an organization, and the sustainable adoption of AI agents in embedded software engineering. We also present a concrete roadmap for the organization towards becoming an AI-first organization.
