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Harness、Loop要被取代了？Graph Engineering是新技術還是製造AI焦慮？多個Agent如何幫你工作｜哈佛姐夢遊矽谷
哈佛姐夢遊矽谷 AliceInSiliconWonderland · 2026-08-19 · 15 min
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Video summary
Graph Engineering 用多个 Agent 节点串联各自的 Loop；Skywork Design 约 15 分钟生成并发布个人网站。
OpenClaw 创办人彼得·斯坦伯格在 7 月 18 日提出，硅谷是否已从 Loop Engineering 转向 Graph Engineering。影片解释，Loop 让 Agent 经历发现、计划、执行、验证与重复；复杂任务若由单一 Agent 处理，容易因上下文塞满而出错、自我审查有盲点，也无法并行。Graph 则以节点、边和状态串联多个 Agent：例如分别负责读文件、改代码、审查，验证失败时再沿路径返回，因此是组织多个 Loop，而非取代 Loop。后半以 Skywork Design 示范：研究与设计等专家 Agent 协作，依设计规范、参考网站或 Figma 制作个人网站、增加预约页面、生成原型并发布；从头到尾约花 15 分钟，传统流程可能需要一个月。结尾认为新名词多是在重新划分既有概念，并猜测下个术语或许会是 Dijkstra Engineering 或 A* Engineering。
Chapters
- 0:00精彩预告：7 月 18 日硅谷 AI 圈出现 Graph Engineering
- 1:26Loop Engineering：Discover 到 Verify 的循环与 Debug 案例
- 3:10从 Loop 到 Graph Engineering：Nodes、Edges 与 State 串联多个循环
- 5:00Graph Engineering 实际案例：Skywork 研究节点串联专家 Agent 制作个人网站
- 7:07Skywork Design：导入 Figma 与品牌规范并设计一对一预约页面
- 8:47跟 Agent 沟通的小技巧：先澄清需求，再依五页设计稿生成预约网站
- 12:50个人使用心得：Skywork 约 15 至 20 分钟完成网站设计与部署
- 14:00Graph Engineering 下一步会是 XX Engineering？Alice 猜测 Dijkstra 或A* Engineering
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