LLM自动化下的软件项目管理:协调、验证与治理实践
原标题:Software Project Management with LLM-Based Automation: Coordination, Validation, and Governance in Practice
AI 摘要
该研究通过一项探索性案例研究,调查了一家大型多项目软件组织中的十位软件项目经理,了解他们如何看待基于LLM的自动化对其工作的影响。研究发现,LLM自动化主要改变了规划、估算、协调、监控和治理等既有管理活动,而非引入全新的正式管理实践;它带来不均衡的生产率影响,增加了审查与验证需求,并降低了对任务执行的可见性,从而更依赖管理者的判断与协调。学习需求被视为经验性和渐进式的,聚焦于理解LLM的能力与局限、批判性评估生成产物以及引导团队负责任地使用。
正文节选
Software Project Management with LLM-Based Automation: Coordination, Validation, and Governance in Practice Abstract. As software engineering has evolved, development environments have increasingly integrated automated support for tasks such as testing, analysis, and code generation, requiring project management to coordinate both human work and automated workflows. In this paper, we investigate how software project managers perceive changes in their work and learning demands associated with LLM