{"id":83261,"date":"2026-07-25T19:16:30","date_gmt":"2026-07-25T11:16:30","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83261.html"},"modified":"2026-07-25T19:16:30","modified_gmt":"2026-07-25T11:16:30","slug":"workflow-%e8%bf%98%e6%98%af-agent%ef%bc%9f%e5%b8%ae%e4%bd%a0%e4%b8%80%e6%ac%a1%e6%80%a7%e6%90%9e%e6%b8%85%e6%a5%9a%e8%bf%99%e4%bf%a9%e5%88%b0%e5%ba%95%e6%9c%89%e5%95%a5%e4%b8%8d%e4%b8%80%e6%a0%b7","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83261.html","title":{"rendered":"Workflow \u8fd8\u662f Agent\uff1f\u5e2e\u4f60\u4e00\u6b21\u6027\u641e\u6e05\u695a\u8fd9\u4fe9\u5230\u5e95\u6709\u5565\u4e0d\u4e00\u6837"},"content":{"rendered":"<p>\u522b\u518d\u8bf4&#034;Workflow \u548c Agent \u5dee\u4e0d\u591a&#034;\u4e86&#xff0c;\u4eca\u5929\u6211\u4eec\u7528\u4ee3\u7801\u548c\u573a\u666f\u628a\u5b83\u4eec\u63b0\u5f00\u63c9\u788e\u8bb2\u6e05\u695a\u3002<\/p>\n<h3>\u5f15\u5b50&#xff1a;\u4e00\u4e2a\u8ba9\u4eba\u5934\u5927\u7684\u95ee\u9898<\/h3>\n<p>\u524d\u4e24\u5929\u6709\u4e2a\u8bfb\u8005\u95ee\u6211&#xff1a;&#034;\u6211\u7528 LangChain \u5199\u4e86\u4e2a\u94fe\u5f0f\u8c03\u7528&#xff0c;\u8fd9\u7b97\u662f Workflow \u8fd8\u662f Agent&#xff1f;&#034;<\/p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u95ee\u5f97\u7279\u522b\u597d&#xff0c;\u56e0\u4e3a\u5f88\u591a\u4eba\u5634\u4e0a\u8bf4\u7740 Workflow \u548c Agent&#xff0c;\u5fc3\u91cc\u60f3\u7684\u5374\u662f &#039;\u53cd\u6b63\u90fd\u662f AI \u5728\u5e72\u6d3b&#039;\u00a0\u3002<\/p>\n<p>\u770b\u5b8c\u4ed6\u7684\u4ee3\u7801&#xff0c;\u6211\u53d1\u73b0\u4ed6\u5199\u7684\u662f\u8fd9\u6837\u7684\u4e1c\u897f&#xff1a;<\/p>\n<p>import { PromptTemplate } from &#034;&#064;langchain\/core\/prompts&#034;;<br \/>\nimport { ChatOpenAI } from &#034;&#064;langchain\/openai&#034;;<br \/>\nimport { StringOutputParser } from &#034;&#064;langchain\/core\/output_parsers&#034;;<\/p>\n<p>\/\/ \u8fd9\u5176\u5b9e\u5c31\u662f\u4e00\u4e2a\u5178\u578b\u7684 Workflow<br \/>\nconst creativeChain &#061; storyPrompt<br \/>\n  .pipe(creativeModel)<br \/>\n  .pipe(outputParser);<\/p>\n<p>const result &#061; await creativeChain.invoke(&#034;\u606d\u559c\u62ff\u4e0boffer&#034;);<\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u786e\u5b9e\u50cf\u4e00\u6761\u6d41\u6c34\u7ebf&#xff1a;\u8f93\u5165\u8fdb\u53bb&#xff0c;\u7ecf\u8fc7\u4e00\u7cfb\u5217\u5904\u7406&#xff0c;\u8f93\u51fa\u7ed3\u679c\u3002\u4f46\u8fd9\u662f Agent \u5417&#xff1f;\u663e\u7136\u4e0d\u662f\u3002<\/p>\n<p>\u90a3 Workflow \u548c Agent \u5230\u5e95\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;\u4eca\u5929\u6211\u4eec\u5c31\u6765\u5f7b\u5e95\u8bb2\u6e05\u695a\u8fd9\u4ef6\u4e8b\u3002<\/p>\n<h3>\u7b2c\u4e00\u90e8\u5206&#xff1a;Workflow&#xff0c;AI\u4e16\u754c\u7684&#034;\u6d41\u6c34\u7ebf\u5de5\u4eba&#034;<\/h3>\n<h4>\u4ec0\u4e48\u662f Workflow&#xff1f;<\/h4>\n<p>Workflow \u672c\u8d28\u4e0a\u662f\u4e00\u5957\u9884\u5b9a\u4e49\u7684\u6d41\u7a0b&#xff0c;\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u6761\u6807\u51c6\u5316\u7684\u6d41\u6c34\u7ebf\u3002<\/p>\n<p>\u6bcf\u4e00\u6b65\u505a\u4ec0\u4e48\u3001\u8f93\u5165\u8f93\u51fa\u662f\u4ec0\u4e48\u3001\u8d70\u5230\u54ea\u4e00\u6b65\u8be5\u5e72\u4ec0\u4e48&#xff0c;\u90fd\u662f\u63d0\u524d\u753b\u597d\u7684\u3002\u5f53\u6761\u4ef6\u6ee1\u8db3&#xff0c;\u5c31\u81ea\u52a8\u8fdb\u5165\u4e0b\u4e00\u73af\u8282\u3002<\/p>\n<p>\u5728\u6280\u672f\u5c42\u9762&#xff0c;\u5b83\u901a\u5e38\u662f\u4e00\u4e2a\u7f16\u6392\u597d\u7684 AI \u5de5\u4f5c\u6d41\u5f15\u64ce\u2014\u2014\u7531 AI \u8c03\u7528\u3001\u6761\u4ef6\u5224\u65ad\u3001\u5faa\u73af\u903b\u8f91\u7ec4\u6210\u7684\u4e00\u4e2a\u6709\u5411\u56fe\u3002<\/p>\n<p>\u6211\u7528 Coze \u6784\u5efa\u8fc7\u4e00\u4e2a&#034;AI \u7167\u76f8\u9986&#034;\u5de5\u4f5c\u6d41&#xff0c;\u6d41\u7a0b\u5927\u6982\u662f\u8fd9\u6837\u7684&#xff1a;<\/p>\n<p>\u7528\u6237\u4e0a\u4f20\u7167\u7247 \u2192 \u4eba\u8138\u68c0\u6d4b \u2192 \u98ce\u683c\u9009\u62e9 \u2192 AI \u751f\u6210 \u2192 \u8f93\u51fa\u7ed3\u679c<\/p>\n<p>\u6bcf\u4e2a\u8282\u70b9\u90fd\u662f\u56fa\u5b9a\u7684&#xff1a;\u8f93\u5165\u662f\u7167\u7247&#xff0c;\u8f93\u51fa\u662f\u5904\u7406\u540e\u7684\u56fe\u7247\u3002\u4e2d\u95f4\u6ca1\u6709\u4efb\u4f55&#034;\u81ea\u7531\u53d1\u6325&#034;\u7684\u7a7a\u95f4\u2014\u2014\u8fd9\u5c31\u53eb\u786e\u5b9a\u6027\u6267\u884c\u3002<\/p>\n<h4>LangChain \u5982\u4f55\u6784\u5efa Workflow&#xff1f;<\/h4>\n<p>LangChain \u7684\u00a0LCEL&#xff08;LangChain Expression Language&#xff09;\u00a0\u00a0\u662f\u6784\u5efa Workflow \u7684\u5229\u5668&#xff0c;\u5728 JavaScript \u4e2d\u901a\u8fc7\u00a0.pipe()\u00a0\u65b9\u6cd5\u4e32\u8054\u5404\u4e2a\u7ec4\u4ef6&#xff1a;<\/p>\n<p>import { ChatOpenAI } from &#034;&#064;langchain\/openai&#034;;<br \/>\nimport { ChatPromptTemplate } from &#034;&#064;langchain\/core\/prompts&#034;;<br \/>\nimport { StructuredOutputParser } from &#034;&#064;langchain\/core\/output_parsers&#034;;<br \/>\nimport { z } from &#034;zod&#034;;<\/p>\n<p>\/\/ \u5b9a\u4e49\u8f93\u51fa\u7ed3\u6784<br \/>\nconst resumeSchema &#061; z.object({<br \/>\n  name: z.string(),<br \/>\n  skills: z.array(z.string()),<br \/>\n  yearsOfExperience: z.number(),<br \/>\n  education: z.string(),<br \/>\n});<\/p>\n<p>\/\/ \u5b9a\u4e49\u4e00\u4e2a\u7b80\u5386\u89e3\u6790\u7684 Workflow<br \/>\nconst model &#061; new ChatOpenAI({ model: &#034;gpt-4&#034; });<\/p>\n<p>const prompt &#061; ChatPromptTemplate.fromTemplate(&#096;<br \/>\n\u63d0\u53d6\u4ee5\u4e0b\u7b80\u5386\u4e2d\u7684\u5173\u952e\u4fe1\u606f&#xff1a;<br \/>\n{resume_text}<\/p>\n<p>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u59d3\u540d\u3001\u6280\u80fd\u5217\u8868\u3001\u5de5\u4f5c\u7ecf\u5386\u5e74\u9650\u3001\u6559\u80b2\u80cc\u666f<br \/>\n&#096;);<\/p>\n<p>const parser &#061; StructuredOutputParser.fromZodSchema(resumeSchema);<\/p>\n<p>\/\/ \u8fd9\u6761\u94fe\u5c31\u662f\u4e00\u6761\u6807\u51c6\u7684 Workflow \u6d41\u6c34\u7ebf<br \/>\nconst resumeWorkflow &#061; prompt.pipe(model).pipe(parser);<\/p>\n<p>\/\/ \u6267\u884c<br \/>\nconst result &#061; await resumeWorkflow.invoke({ resume_text: resumeContent });<\/p>\n<p>\u770b\u5230\u6ca1&#xff1f;\u00a0.pipe()\u00a0\u5c31\u50cf\u5de5\u5382\u91cc\u7684\u4f20\u9001\u5e26&#xff0c;\u628a\u6570\u636e\u4ece\u4e00\u4e2a\u8282\u70b9\u4f20\u5230\u4e0b\u4e00\u4e2a\u8282\u70b9&#xff0c;\u76f4\u5230\u4ea7\u51fa\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n<h4>\u4ec0\u4e48\u65f6\u5019\u8be5\u7528 Workflow&#xff1f;<\/h4>\n<p>\u4e3e\u4e00\u4e2a\u771f\u5b9e\u7684\u62db\u8058\u573a\u666f\u3002\u5047\u8bbe\u4f60\u8981\u7528 AI \u5904\u7406 1000 \u4efd\u7b80\u5386&#xff0c;\u6d41\u7a0b\u56fa\u5b9a&#xff1a;<\/p>\n<li>\u89e3\u6790 PDF \u6587\u6863<\/li>\n<li>\u63d0\u53d6\u6280\u80fd\u3001\u5de5\u4f5c\u7ecf\u5386\u3001\u6559\u80b2\u80cc\u666f<\/li>\n<li>\u5339\u914d\u5c97\u4f4d\u9700\u6c42&#xff08;RAG \u68c0\u7d22&#xff09;<\/li>\n<li>\u7efc\u5408\u6253\u5206\u6392\u5e8f<\/li>\n<li>\u8f93\u51fa Top 10 \u5019\u9009\u540d\u5355<\/li>\n<p>\u8fd9\u4e2a\u573a\u666f\u91cc&#xff0c;\u6bcf\u4e00\u6b65\u90fd\u662f\u660e\u786e\u7684\u3001\u53ef\u9884\u671f\u7684\u3001\u4e0d\u9700\u8981\u4e34\u65f6\u51b3\u7b56\u7684\u3002\u7528 Workflow \u518d\u5408\u9002\u4e0d\u8fc7\u3002<\/p>\n<p>Workflow \u7684\u6838\u5fc3\u4ef7\u503c&#xff1a;\u7a33\u5b9a\u3001\u53ef\u63a7\u3001\u9ad8\u6548\u3002\u00a0\u00a0\u5c31\u50cf\u4e00\u4e2a\u719f\u7ec3\u7684\u6d41\u6c34\u7ebf\u5de5\u4eba&#xff0c;\u6bcf\u5929\u91cd\u590d\u505a\u540c\u6837\u7684\u4e8b&#xff0c;\u4f46\u6c38\u8fdc\u4e0d\u4f1a\u51fa\u9519\u3002<\/p>\n<h3>\u7b2c\u4e8c\u90e8\u5206&#xff1a;Agent&#xff0c;AI\u4e16\u754c\u7684&#034;\u81ea\u7531\u63a2\u7d22\u8005&#034;<\/h3>\n<h4>Agent \u7684\u903b\u8f91\u5b8c\u5168\u4e0d\u540c<\/h4>\n<p>\u5982\u679c\u8bf4 Workflow \u662f\u8d70\u5728\u65e2\u5b9a\u8f68\u9053\u4e0a\u7684\u5217\u8f66&#xff0c;\u90a3\u00a0Agent \u5c31\u662f\u4e00\u4e2a\u7ad9\u5728\u5f00\u653e\u7a7a\u95f4\u91cc\u7684\u63a2\u9669\u5bb6\u2014\u2014\u5b83\u81ea\u5df1\u53bb\u7422\u78e8\u8be5\u600e\u4e48\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n<p>\u4e00\u4e2a\u5b8c\u6574\u7684 Agent \u901a\u5e38\u5177\u5907\u4e09\u4e2a\u6838\u5fc3\u80fd\u529b&#xff1a;<\/p>\n<p>1. \u611f\u77e5\u73af\u5883<\/p>\n<p>\u901a\u8fc7\u8f93\u5165\u6587\u672c\u3001\u56fe\u50cf\u3001\u6570\u636e\u6765\u7406\u89e3\u4efb\u52a1\u662f\u4ec0\u4e48&#xff0c;\u4ee5\u53ca\u5f53\u524d\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u4ee5\u8c03\u7528\u3002<\/p>\n<p>2. \u89c4\u5212\u8def\u5f84<\/p>\n<p>\u4e0d\u662f\u9884\u5148\u5b9a\u4e49\u597d\u7684\u8def\u7ebf&#xff0c;\u800c\u662f\u52a8\u6001\u751f\u6210\u4efb\u52a1\u94fe\u3002\u5b83\u4f1a\u601d\u8003&#xff1a;&#034;\u8981\u505a\u8fd9\u4ef6\u4e8b&#xff0c;\u6211\u7b2c\u4e00\u6b65\u8be5\u5e72\u4ec0\u4e48&#xff1f;\u5982\u679c\u5931\u8d25\u4e86\u600e\u4e48\u529e&#xff1f;&#034;<\/p>\n<p>3. \u6267\u884c\u4e0e\u8c03\u6574<\/p>\n<p>\u8c03\u7528\u5de5\u5177\u5b8c\u6210\u5b50\u4efb\u52a1&#xff0c;\u7136\u540e\u6839\u636e\u6267\u884c\u7ed3\u679c\u4e0d\u65ad\u8c03\u6574\u7b56\u7565\u3002<\/p>\n<h4>\u5199\u4e00\u4e2a\u771f\u6b63\u7684 Agent<\/h4>\n<p>\u7528 LangGraph \u7684\u00a0createReactAgent\u00a0\u5b9e\u73b0\u4e00\u4e2a\u6700\u7b80\u5355\u7684 ReAct Agent&#xff1a;<\/p>\n<p>import { createReactAgent } from &#034;&#064;langchain\/langgraph\/prebuilt&#034;;<br \/>\nimport { DynamicTool } from &#034;&#064;langchain\/core\/tools&#034;;<br \/>\nimport { ChatOpenAI } from &#034;&#064;langchain\/openai&#034;;<\/p>\n<p>\/\/ \u5b9a\u4e49\u5de5\u5177<br \/>\nconst searchWeather &#061; new DynamicTool({<br \/>\n  name: &#034;search_weather&#034;,<br \/>\n  description: &#034;\u67e5\u8be2\u57ce\u5e02\u5929\u6c14&#034;,<br \/>\n  func: async (city) &#061;&gt; &#096;${city}\u4eca\u5929\u6674\u5929&#xff0c;\u6e29\u5ea625\u00b0C&#096;,<br \/>\n});<\/p>\n<p>const searchFlight &#061; new DynamicTool({<br \/>\n  name: &#034;search_flight&#034;,<br \/>\n  description: &#034;\u67e5\u8be2\u822a\u73ed\u4fe1\u606f&#034;,<br \/>\n  func: async ({ departure, destination }) &#061;&gt;<br \/>\n    &#096;\u4ece${departure}\u5230${destination}\u7684\u822a\u73ed&#xff0c;\u6700\u4f4e\u7968\u4ef7800\u5143&#096;,<br \/>\n});<\/p>\n<p>const tools &#061; [searchWeather, searchFlight];<br \/>\nconst model &#061; new ChatOpenAI({ model: &#034;gpt-4&#034; });<\/p>\n<p>\/\/ \u521b\u5efa Agent<br \/>\nconst agent &#061; createReactAgent({ llm: model, tools });<\/p>\n<p>\/\/ Agent \u4f1a\u81ea\u52a8\u51b3\u5b9a\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\u3001\u4ec0\u4e48\u987a\u5e8f\u8c03\u7528<br \/>\nconst result &#061; await agent.invoke({<br \/>\n  messages: [{ role: &#034;user&#034;, content: &#034;\u6211\u60f3\u4e0b\u5468\u53bb\u4e09\u4e9a\u73a9&#xff0c;\u5e2e\u6211\u89c4\u5212\u4e00\u4e0b&#034; }],<br \/>\n});<\/p>\n<p>\/\/ Agent \u53ef\u80fd\u5148\u67e5\u5929\u6c14&#xff0c;\u518d\u67e5\u822a\u73ed&#xff0c;\u751a\u81f3\u53ef\u80fd\u53bb\u67e5\u9152\u5e97<br \/>\n\/\/ \u5177\u4f53\u8def\u5f84\u5b8c\u5168\u7531\u5b83\u81ea\u5df1\u51b3\u5b9a<\/p>\n<p>\u4f60\u770b&#xff0c;\u6211\u6ca1\u6709\u544a\u8bc9 Agent &#034;\u5148\u67e5\u5929\u6c14\u518d\u67e5\u822a\u73ed&#034;&#xff0c;\u5b83\u81ea\u5df1\u4f1a\u5224\u65ad\u8be5\u600e\u4e48\u505a\u3002<\/p>\n<h4>Agent \u7684\u5178\u578b\u573a\u666f<\/h4>\n<p>\u8ba9 Agent \u53bb\u89c4\u5212\u4e00\u6b21\u65c5\u884c&#xff1a;<\/p>\n<li>\u5b83\u53ef\u80fd\u5148\u53bb\u67e5\u76ee\u7684\u5730\u5929\u6c14<\/li>\n<li>\u53d1\u73b0\u662f\u96e8\u5b63&#xff0c;\u4e8e\u662f\u8c03\u6574\u65b9\u6848\u63a8\u8350\u5ba4\u5185\u666f\u70b9<\/li>\n<li>\u540c\u65f6\u641c\u7d22\u673a\u7968\u548c\u9152\u5e97\u4ef7\u683c<\/li>\n<li>\u7ed3\u5408\u4f60\u7684\u9884\u7b97\u52a8\u6001\u6743\u8861\u65b9\u6848<\/li>\n<li>\u6700\u7ec8\u7ed9\u51fa\u4e00\u4e2a\u5b8c\u5168\u51fa\u4e4e\u4f60\u610f\u6599\u4f46\u5f88\u5408\u7406\u7684\u884c\u7a0b<\/li>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d&#xff0c;Agent \u8d70\u7684\u6bcf\u4e00\u6b65\u90fd\u662f\u52a8\u6001\u51b3\u7b56\u7684&#xff0c;\u800c\u4e0d\u662f\u63d0\u524d\u5199\u6b7b\u7684\u3002<\/p>\n<h3>\u7b2c\u4e09\u90e8\u5206&#xff1a;\u672c\u8d28\u533a\u522b&#xff08;\u4e00\u5f20\u8868\u8bb2\u6e05\u695a&#xff09;<\/h3>\n<table>\n<tr>\u7ef4\u5ea6WorkflowAgent<\/tr>\n<tbody>\n<tr>\n<td>\u8def\u5f84<\/td>\n<td>\u9884\u5b9a\u4e49&#xff0c;\u56fa\u5b9a<\/td>\n<td>\u52a8\u6001\u751f\u6210&#xff0c;\u4e0d\u786e\u5b9a<\/td>\n<\/tr>\n<tr>\n<td>\u51b3\u7b56\u65b9\u5f0f<\/td>\n<td>\u89c4\u5219\u9a71\u52a8<\/td>\n<td>\u5927\u6a21\u578b\u63a8\u7406\u9a71\u52a8<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u8c03\u7528<\/td>\n<td>\u6309\u9884\u8bbe\u987a\u5e8f<\/td>\n<td>\u81ea\u4e3b\u51b3\u5b9a\u8c03\u4ec0\u4e48\u3001\u4f55\u65f6\u8c03<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u5e94\u6027<\/td>\n<td>\u4e0d\u4f1a\u53d8\u901a<\/td>\n<td>\u6839\u636e\u73af\u5883\u53cd\u9988\u8c03\u6574<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u9884\u6d4b\u6027<\/td>\n<td>\u9ad8<\/td>\n<td>\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u7528\u573a\u666f<\/td>\n<td>\u91cd\u590d\u6027\u3001\u6d41\u7a0b\u5316\u4efb\u52a1<\/td>\n<td>\u590d\u6742\u3001\u52a8\u6001\u3001\u63a2\u7d22\u6027\u4efb\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7528\u4e00\u53e5\u5927\u767d\u8bdd\u603b\u7ed3&#xff1a;<\/p>\n<p>Workflow \u50cf\u9ad8\u901f\u516c\u8def&#xff0c;\u8def\u7ebf\u6e05\u6670\u56fa\u5b9a&#xff0c;\u6548\u7387\u6781\u9ad8&#xff0c;\u4f46\u53ea\u80fd\u5230\u8fbe\u9884\u8bbe\u7684\u7ec8\u70b9\u3002Agent \u50cf\u8001\u53f8\u673a&#xff0c;\u77e5\u9053\u76ee\u7684\u5730\u4f46\u53ef\u4ee5\u968f\u65f6\u6539\u9053\u3001\u7ed5\u8def\u3001\u751a\u81f3\u6362\u7ec8\u70b9\u2014\u2014\u56e0\u4e3a\u5b83\u80fd\u611f\u77e5\u5b9e\u65f6\u8def\u51b5\u3002<\/p>\n<p>\u6216\u8005\u7528\u66f4\u5f62\u8c61\u7684\u6bd4\u55bb&#xff1a;<\/p>\n<p>Workflow \u662f\u9aa8\u67b6&#xff0c;Agent \u662f\u5927\u8111\u3002\u9aa8\u67b6\u63d0\u4f9b\u7a33\u5b9a\u6027&#xff0c;\u5927\u8111\u63d0\u4f9b\u7075\u6d3b\u6027\u3002\u4e00\u4e2a\u53ea\u4f1a\u6267\u884c&#xff0c;\u4e00\u4e2a\u4f1a\u601d\u8003\u3002<\/p>\n<h3>\u7b2c\u56db\u90e8\u5206&#xff1a;\u5b9e\u6218\u2014\u2014\u600e\u4e48\u9009&#xff1f;<\/h3>\n<h4>\u573a\u666f\u4e00&#xff1a;\u5ba2\u670d\u95ee\u7b54\u673a\u5668\u4eba<\/h4>\n<p>\u5982\u679c\u7528\u6237\u95ee\u7684\u90fd\u662f&#034;\u600e\u4e48\u9000\u6b3e&#034;&#034;\u7269\u6d41\u5230\u54ea\u4e86&#034;\u8fd9\u7c7b\u56fa\u5b9a\u95ee\u9898&#xff1a;<\/p>\n<p>javascript<\/p>\n<p>\/\/ \u2705 \u7528 Workflow<br \/>\n\/\/ \u610f\u56fe\u8bc6\u522b \u2192 FAQ \u68c0\u7d22 \u2192 \u6a21\u677f\u56de\u590d<br \/>\n\/\/ \u7b80\u5355\u3001\u5feb\u901f\u3001\u6210\u672c\u4f4e<\/p>\n<p>\u5982\u679c\u7528\u6237\u95ee\u7684\u662f&#034;\u6211\u8be5\u600e\u4e48\u5904\u7406\u8fd9\u4e2a\u590d\u6742\u7ea0\u7eb7&#034;&#xff1a;<\/p>\n<p>\/\/ \u2705 \u7528 Agent<br \/>\n\/\/ \u67e5\u8be2\u8ba2\u5355 \u2192 \u67e5\u770b\u804a\u5929\u8bb0\u5f55 \u2192 \u8c03\u53d6\u7269\u6d41\u4fe1\u606f \u2192 \u7efc\u5408\u5224\u65ad<br \/>\n\/\/ \u9700\u8981\u591a\u6b65\u63a8\u7406\u548c\u5de5\u5177\u8c03\u7528<\/p>\n<h4>\u573a\u666f\u4e8c&#xff1a;\u4ee3\u7801\u5ba1\u67e5<\/h4>\n<p>\/\/ \u56e2\u961f\u89c4\u8303\u68c0\u67e5\u3001\u683c\u5f0f\u5316 \u2192 Workflow<br \/>\n\/\/ \u53d1\u73b0\u6f5c\u5728\u7684\u903b\u8f91\u6f0f\u6d1e\u3001\u63d0\u51fa\u91cd\u6784\u5efa\u8bae \u2192 Agent<\/p>\n<h4>\u51b3\u7b56\u4e09\u8981\u7d20<\/h4>\n<p>\u6211\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u603b\u7ed3\u4e86\u4e00\u4e2a\u51b3\u7b56\u6846\u67b6&#xff1a;<\/p>\n<li>\u786e\u5b9a\u6027 vs \u5f00\u653e\u6027&#xff1a;\u7ed3\u679c\u662f\u56fa\u5b9a\u7684\u7528 Workflow&#xff0c;\u7ed3\u679c\u5f00\u653e\u7684\u7528 Agent<\/li>\n<li>\u6210\u672c\u4e0e\u5408\u89c4&#xff1a;Workflow \u6210\u672c\u53ef\u63a7\u3001\u884c\u4e3a\u53ef\u5ba1\u8ba1&#xff1b;Agent \u53ef\u80fd&#034;\u8111\u6d1e\u5927\u5f00&#034;<\/li>\n<li>\u804c\u8d23\u8303\u56f4&#xff1a;\u5355\u4e00\u804c\u8d23\u7528 Workflow&#xff0c;\u8de8\u9886\u57df\u534f\u4f5c\u7528 Agent<\/li>\n<p>\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u7ed3\u8bba&#xff1a;\u80fd\u7528 Workflow \u89e3\u51b3\u7684&#xff0c;\u4f18\u5148\u7528 Workflow\u3002Agent \u867d\u5f3a&#xff0c;\u4f46\u8d35\u4e14\u4e0d\u53ef\u63a7\u3002<\/p>\n<h3>\u7b2c\u4e94\u90e8\u5206&#xff1a;\u672a\u6765\u8d8b\u52bf\u2014\u2014\u4e24\u8005\u878d\u5408<\/h3>\n<p>\u6211\u4eec\u73b0\u5728\u505a\u7684 AI \u5de5\u7a0b&#xff0c;\u65e9\u5c31\u4e0d\u662f&#034;\u4e8c\u9009\u4e00&#034;\u4e86&#xff0c;\u800c\u662f\u878d\u5408\u3002<\/p>\n<p>\u4e00\u4e2a\u6210\u719f\u7684 AI \u5e94\u7528\u901a\u5e38\u957f\u8fd9\u6837&#xff1a;<\/p>\n<p>\u5e95\u5c42 Workflow&#xff1a;\u63d0\u4f9b\u7a33\u5b9a\u6027\u548c\u53ef\u63a7\u6027<br \/>\n    \u2193<br \/>\n\u4e2d\u95f4\u5c42&#xff1a;\u8def\u7531\u548c\u7f16\u6392<br \/>\n    \u2193<br \/>\n\u4e0a\u5c42 Agent&#xff1a;\u63d0\u4f9b\u7075\u6d3b\u6027\u548c\u667a\u80fd\u6027<\/p>\n<p>\u5c31\u50cf\u6211\u6700\u8fd1\u5728\u505a\u7684\u9879\u76ee&#xff1a;<\/p>\n<p>\/\/ \u4f2a\u4ee3\u7801\u793a\u610f<br \/>\nconst mainAgent &#061; createPlannerAgent();  \/\/ \u603b\u63a7 Agent<\/p>\n<p>\/\/ Agent \u51b3\u7b56\u540e&#xff0c;\u8c03\u7528\u5404\u4e2a Workflow \u6267\u884c\u5177\u4f53\u4efb\u52a1<br \/>\nif (task.type &#061;&#061;&#061; &#034;resume_screening&#034;) {<br \/>\n  await resumeWorkflow.invoke(task.data);      \/\/ \u7a33\u5b9a\u7684\u7b80\u5386\u7b5b\u9009\u6d41\u7a0b<br \/>\n} else if (task.type &#061;&#061;&#061; &#034;interview_scheduling&#034;) {<br \/>\n  await scheduleWorkflow.invoke(task.data);    \/\/ \u7a33\u5b9a\u7684\u6392\u671f\u6d41\u7a0b<br \/>\n} else if (task.type &#061;&#061;&#061; &#034;complex_negotiation&#034;) {<br \/>\n  await negotiationAgent.invoke(task.data);    \/\/ \u9700\u8981\u667a\u80fd\u51b3\u7b56\u7684\u90e8\u5206<br \/>\n}<\/p>\n<p>\u5e95\u5c42 Workflow \u505a\u786e\u5b9a\u6027\u7684\u4e8b&#xff08;\u9aa8\u67b6&#xff09;&#xff0c;\u4e0a\u5c42 Agent \u505a\u63a2\u7d22\u6027\u7684\u4e8b&#xff08;\u5927\u8111&#xff09;\u3002\u4e24\u8005\u7ed3\u5408&#xff0c;\u65e2\u9ad8\u6548\u53c8\u6709\u667a\u6167\u3002<\/p>\n<p>\u53e6\u5916\u63d0\u4e00\u53e5&#xff0c;MCP&#xff08;\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae&#xff09;\u7684\u51fa\u73b0\u6b63\u5728\u8fdb\u4e00\u6b65\u6a21\u7cca\u4e24\u8005\u7684\u8fb9\u754c\u2014\u2014\u5de5\u5177\u5373\u8282\u70b9&#xff0c;\u6a21\u578b\u5373\u8def\u7531&#xff0c;\u672a\u6765\u7684 AI \u5de5\u7a0b\u5f62\u6001\u4f1a\u66f4\u52a0\u7075\u6d3b\u3002\u8fd9\u4e2a\u8bdd\u9898\u6211\u4eec\u4e0b\u6b21\u4e13\u95e8\u804a\u3002<\/p>\n<h3>\u603b\u7ed3<\/h3>\n<p>\u5199\u8fd9\u7bc7\u6587\u7ae0\u7684\u65f6\u5019&#xff0c;\u6211\u7279\u610f\u628a\u7b14\u8bb0\u91cc\u90a3\u53e5&#034;Workflow \u662f\u786e\u5b9a\u6027\u6267\u884c&#xff0c;Agent \u662f\u4e0d\u786e\u5b9a\u6027\u63a2\u7d22&#034;\u5708\u4e86\u51fa\u6765\u3002\u8fd9\u53e5\u8bdd\u503c\u5f97\u4f60\u80cc\u4e0b\u6765\u3002<\/p>\n<p>\u6700\u540e\u9001\u4f60\u4e09\u53e5\u8bdd&#xff1a;<\/p>\n<li>Workflow \u662f\u7f50\u5934&#xff0c;Agent \u662f\u79c1\u53a8\u2014\u2014\u524d\u8005\u7a33\u5b9a\u53ef\u9884\u671f&#xff0c;\u540e\u8005\u5145\u6ee1\u60ca\u559c\u4f46\u4e5f\u9700\u8981\u66f4\u7cbe\u5fc3\u7684\u8bbe\u8ba1<\/li>\n<li>\u4e0d\u8981\u4e3a\u4e86\u7528 Agent \u800c\u7528 Agent\u2014\u2014\u80fd\u7528 Workflow \u89e3\u51b3\u7684&#xff0c;\u7edd\u4e0d\u4e0a Agent<\/li>\n<li>\u771f\u6b63\u7684 AI \u5de5\u7a0b&#xff0c;\u662f\u8ba9\u9aa8\u67b6\u548c\u5927\u8111\u5404\u53f8\u5176\u804c<\/li>\n<p>\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u80fd\u5e2e\u4f60\u5f7b\u5e95\u5206\u6e05 Workflow \u548c Agent\u3002\u4e0b\u6b21\u9762\u8bd5\u6216\u8005\u5199\u65b9\u6848\u7684\u65f6\u5019&#xff0c;\u522b\u518d\u50bb\u50bb\u5206\u4e0d\u6e05\u695a\u4e86<\/p>\n<p>\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u522b\u518d\u8bf4\\&#8221;Workflow \u548c Agent \u5dee\u4e0d\u591a\\&#8221;\u4e86&#xff0c;\u4eca\u5929\u6211\u4eec\u7528\u4ee3\u7801\u548c\u573a\u666f\u628a\u5b83\u4eec\u63b0\u5f00\u63c9\u788e\u8bb2\u6e05\u695a\u3002\u5f15\u5b50&#xff1a;\u4e00\u4e2a\u8ba9\u4eba\u5934\u5927\u7684\u95ee\u9898\u524d\u4e24\u5929\u6709\u4e2a\u8bfb\u8005\u95ee\u6211&#xff1a;\\&#8221;\u6211\u7528 LangChain \u5199\u4e86\u4e2a\u94fe\u5f0f\u8c03\u7528&#xff0c;\u8fd9\u7b97\u662f Workflow \u8fd8\u662f Agent&#xff1f;\\&#8221;\u8fd9\u4e2a\u95ee\u9898\u95ee\u5f97\u7279\u522b\u597d&#xff0c;\u56e0\u4e3a\u5f88\u591a\u4eba\u5634\u4e0a\u8bf4\u7740 Workflow \u548c Agent&#xff0c;\u5fc3\u91cc\u60f3\u7684\u5374\u662f \u53cd\u6b63\u90fd\u662f AI 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