FLOWFORGE:指导创建多代理工作流程,使用设计空间可视化作为思维支架
IEEE transactions on visualization and computer graphics
|December 5, 2025
概括
设计复杂的多代理工作流程通过FLOWFORGE进行了简化,FLOWFORGE是一个交互式工具,提供结构化的视觉探索和基于模式的指导建议. 这提高了效率,并减少了工作流创建中的试错.
科学领域:
- 人工智能的人工智能
- 人与计算机的交互
背景情况:
- 多代理工作流分解复杂的任务,但由于庞大的设计空间,设计它们是具有挑战性的.
- 当前的设计方法依赖于直觉,导致低效率和试错.
- 缺乏结构化的工具阻碍了创建最佳的多代理工作流.
研究的目的:
- 介绍FLOWFORGE,这是一个交互式可视化工具,用于高效的多代理工作流设计.
- 促进结构化的视觉探索,并为工作流创建提供现场指导.
- 解决设计最佳多代理工作流程的挑战.
主要方法:
- 开发了FLOWFORGE,这是一个基于形成性研究和文献评论的交互式可视化工具.
- 组织工作流的设计分为三个层次:任务规划,代理分配和代理优化.
- 综合上下文意识,现场建议,以既定的设计模式为基础.
主要成果:
- FLOWFORGE允许对多代理工作流程设计空间进行结构化的视觉探索.
- 该工具提供现场指导,通过实用建议增强创建过程.
- 用户研究证明了FLOWFORGE在工作流程开发中的可用性和有效性.
结论:
- 通过结构化的探索和指导,FLOWFORGE有效地促进了创建多代理工作流程.
- 该工具有助于从业人员在复杂的设计空间中导航并做出明智的决策.
- FLOWFORGE提供了关于设计空间探索和在工作流程开发中使用指导的宝贵见解.
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