[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-34":3,"comments-34":34},{"id":4,"title":5,"summary":6,"cover":7,"author":8,"tags":13,"viewCount":26,"likeCount":27,"collectCount":27,"commentCount":27,"status":28,"publishedAt":29,"contentMd":30,"contentHtml":31,"likedByMe":32,"collectedByMe":32,"updatedAt":33},34,"前端团队如何搭建 AI 原生研发流程：从需求到上线的完整闭环","AI Coding ≠ 一个人玩 AI。**  **AI Engineering = 团队重新设计研发流程","https:\u002F\u002Fdevshare-assets.oss-cn-guangzhou.aliyuncs.com\u002Fuploads\u002F2026\u002F09\u002F1d2b4332-a0bd-4151-8dff-932b7f51fabe.png",{"id":9,"username":10,"avatar":11,"bio":12},1,"DevShareAdmin","https:\u002F\u002Fdevshare-assets.oss-cn-guangzhou.aliyuncs.com\u002Fuploads\u002F2026\u002F09\u002F98609a86-e08d-437b-b921-1291fc5a1b4d.jpg","DevShare（技享）官方账号",[14,18,22],{"id":15,"name":16,"slug":17},3,"人工智能","ai",{"id":19,"name":20,"slug":21},2,"前端","frontend",{"id":23,"name":24,"slug":25},4,"Vue","vue",55,0,"published","2026-09-16T16:25:52.916Z","一、完整研发闭环\n\n```text\n需求\n ↓\nAI 分析需求\n ↓\n拆分 Task\n ↓\nAgent 开发\n ↓\nAI Test\n ↓\nAI Code Review\n ↓\nHuman Review\n ↓\nCI\n ↓\nDeploy\n ↓\nAI 验收\n```\n\n## 二、多个 Agent 协作\n\n### Agent 1：Product Agent\n\n负责：\n\n```text\n需求拆解\nAcceptance Criteria\n```\n\n### Agent 2：Frontend Agent\n\n负责：\n\n```text\nVue\nCSS\nAPI\nComponent\n```\n\n### Agent 3：QA Agent\n\n负责：\n\n```text\nTest\nE2E\nRegression\n```\n\n### Agent 4：Review Agent\n\n负责：\n\n```text\nCode Review\nSecurity\nPerformance\n```\n\n## 三、Human + AI\n\n理想模式：\n\n```text\nHuman\n ↓\n决策 + 架构 + 验收\n\nAI\n ↓\n执行 + 检查 + 自动化\n```\n\nAI 负责执行大量标准化工作。\n\n人负责：\n\n- 目标\n- 架构\n- 取舍\n- 风险\n- 最终验收","\u003Cp>一、完整研发闭环\u003C\u002Fp>\n\u003Cpre>\u003Ccode class=\"language-text\">需求\n ↓\nAI 分析需求\n ↓\n拆分 Task\n ↓\nAgent 开发\n ↓\nAI Test\n ↓\nAI Code Review\n ↓\nHuman Review\n ↓\nCI\n ↓\nDeploy\n ↓\nAI 验收\n\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Ch2>二、多个 Agent 协作\u003C\u002Fh2>\n\u003Ch3>Agent 1：Product Agent\u003C\u002Fh3>\n\u003Cp>负责：\u003C\u002Fp>\n\u003Cpre>\u003Ccode class=\"language-text\">需求拆解\nAcceptance Criteria\n\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Ch3>Agent 2：Frontend Agent\u003C\u002Fh3>\n\u003Cp>负责：\u003C\u002Fp>\n\u003Cpre>\u003Ccode class=\"language-text\">Vue\nCSS\nAPI\nComponent\n\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Ch3>Agent 3：QA Agent\u003C\u002Fh3>\n\u003Cp>负责：\u003C\u002Fp>\n\u003Cpre>\u003Ccode class=\"language-text\">Test\nE2E\nRegression\n\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Ch3>Agent 4：Review Agent\u003C\u002Fh3>\n\u003Cp>负责：\u003C\u002Fp>\n\u003Cpre>\u003Ccode class=\"language-text\">Code Review\nSecurity\nPerformance\n\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Ch2>三、Human + AI\u003C\u002Fh2>\n\u003Cp>理想模式：\u003C\u002Fp>\n\u003Cpre>\u003Ccode class=\"language-text\">Human\n ↓\n决策 + 架构 + 验收\n\nAI\n ↓\n执行 + 检查 + 自动化\n\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Cp>AI 负责执行大量标准化工作。\u003C\u002Fp>\n\u003Cp>人负责：\u003C\u002Fp>\n\u003Cul>\n\u003Cli>目标\u003C\u002Fli>\n\u003Cli>架构\u003C\u002Fli>\n\u003Cli>取舍\u003C\u002Fli>\n\u003Cli>风险\u003C\u002Fli>\n\u003Cli>最终验收\u003C\u002Fli>\n\u003C\u002Ful>\n",false,"2026-10-09T12:00:00.203Z",{"items":35,"nextCursor":36},[],null]