让非技术人员用自然语言构建低成本智能流程
Don't Vibe Code, Do Skele-Code: Interactive No-Code Notebooks for Subject Matter Experts to Build Lower-Cost Agentic Workflows
- 通过自然语言+图示交互式编写，逐步生成可执行代码
- 相比多智能体系统，令牌成本降低37%以上
- 适合业务专家快速构建可复用的自动化工作流
Skele-Code 是一种面向非技术用户的自然语言与图结构结合的工作流构建接口，支持增量式、交互式的笔记本风格开发。每个步骤被转化为包含必要函数和行为的代码，实现工作流的逐步构建。智能体仅用于代码生成与错误恢复，不参与任务调度或执行。这种以代码为主、智能体辅助的模式，配合上下文工程设计，相比多智能体执行方案显著降低令牌消耗。生成的工作流具有模块化、易扩展、可共享等优点，也可作为智能体技能或其它工作流的组件使用。
原文摘要 · Abstract (English)
Skele-Code is a natural-language and graph-based interface for building workflows with AI agents, designed especially for less or non-technical users. It supports incremental, interactive notebook-style development, and each step is converted to code with a required set of functions and behavior to enable incremental building of workflows. Agents are invoked only for code generation and error recovery, not orchestration or task execution. This agent-supported, but code-first approach to workflows, along with the context-engineering used in Skele-Code, can help reduce token costs compared to the multi-agent system approach to executing workflows. Skele-Code produces modular, easily extensible, and shareable workflows. The generated workflows can also be used as skills by agents, or as steps in other workflows.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品；中文卡片由大模型生成，请以原文为准。