{"id":113502,"date":"2026-10-06T15:41:08","date_gmt":"2026-10-06T07:41:08","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/113502.html"},"modified":"2026-10-06T15:41:08","modified_gmt":"2026-10-06T07:41:08","slug":"%e5%a4%9a%e6%a8%a1%e5%9e%8b%e7%bc%96%e6%8e%92%e7%9a%84%e4%b8%89%e5%b1%82%ef%bc%9a%e6%a1%86%e6%9e%b6%e3%80%81%e6%a8%a1%e5%9e%8b%e8%b7%af%e7%94%b1%e4%b8%8e%e6%8f%90%e4%be%9b%e5%95%86%e8%b7%af%e7%94%b1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/113502.html","title":{"rendered":"\u591a\u6a21\u578b\u7f16\u6392\u7684\u4e09\u5c42\uff1a\u6846\u67b6\u3001\u6a21\u578b\u8def\u7531\u4e0e\u63d0\u4f9b\u5546\u8def\u7531"},"content":{"rendered":"

\u591a\u6a21\u578b\u7f16\u6392\u7684\u4e09\u5c42：\u6846\u67b6\u3001\u6a21\u578b\u8def\u7531\u4e0e\u63d0\u4f9b\u5546\u8def\u7531<\/h2>\n

\u539f\u6587：OpenRouter Blog – \u300aLangChain vs CrewAI: Orchestration Compared to OpenRouter-Native Routing\u300b（https:\/\/openrouter.ai\/blog\/insights\/langchain-vs-crewai-orchestration-compared-to-openrouter-native-routing\/）<\/p>\n

\u505a Agent \u5e94\u7528\u65f6，\u300c\u591a\u6a21\u578b\u300d\u5f88\u5bb9\u6613\u88ab\u5f53\u6210\u4e00\u4ef6\u4e8b：\u63a5\u51e0\u4e2a\u6a21\u578b，\u5199\u4e2a if-else \u6311\u4e00\u4e2a\u3002\u771f\u5230\u8981\u843d\u5730\u624d\u53d1\u73b0\u8fd9\u91cc\u6df7\u7740\u4e09\u4ef6\u4e0d\u540c\u7684\u4e8b\u2014\u2014\u8c01\u8d1f\u8d23\u62c6\u4efb\u52a1\u3001\u8c01\u8d1f\u8d23\u5728\u6a21\u578b\u4e4b\u95f4\u5207\u6362\u3001\u8c01\u8d1f\u8d23\u7ed9\u540c\u4e00\u4e2a\u6a21\u578b\u6311\u670d\u52a1\u7aef\u70b9\u3002\u4e09\u5c42\u63c9\u6210\u4e00\u5c42，\u4ee3\u7801\u4f1a\u8d8a\u5199\u8d8a\u96be\u6539；\u5206\u5f00\u770b，\u5f88\u591a\u300c\u6211\u662f\u4e0d\u662f\u5f97\u4e0a LangGraph\u300d\u7684\u7ea0\u7ed3\u80fd\u81ea\u5df1\u56de\u7b54\u3002\u4e0b\u9762\u6309 OpenRouter 10 \u6708 2 \u65e5\u90a3\u7bc7\u5bf9\u6bd4\u6587\u7684\u7ed3\u6784\u628a\u4e09\u5c42\u644a\u5f00，\u518d\u7ed9\u51fa\u53ef\u4ee5\u76f4\u63a5\u8dd1\u7684\u6700\u5c0f\u4ee3\u7801\u3002<\/p>\n

\u4e00\u3001\u5148\u5206\u6e05\u4e09\u5c42\u804c\u8d23<\/h3>\n\n\u5c42\u56de\u7b54\u7684\u95ee\u9898\u7531\u8c01\u8d1f\u8d23<\/tr>\n\n\n\n\n
\u5de5\u4f5c\u6d41\u7f16\u6392<\/td>\n\u4efb\u52a1\u600e\u4e48\u62c6\u3001\u72b6\u6001\u653e\u54ea\u3001\u54ea\u4e00\u6b65\u8981\u4eba\u770b\u3001\u5b50\u4efb\u52a1\u4ea4\u7ed9\u8c01<\/td>\nLangGraph\u3001CrewAI<\/td>\n<\/tr>\n
\u6a21\u578b\u8def\u7531<\/td>\n\u8fd9\u4e00\u6b21\u8c03\u7528\u6253\u54ea\u4e2a\u6a21\u578b，\u5b83\u62a5\u9519\u4e4b\u540e\u600e\u4e48\u529e<\/td>\n\u8bf7\u6c42\u91cc\u7684 models \u53c2\u6570<\/td>\n<\/tr>\n
\u63d0\u4f9b\u5546\u8def\u7531<\/td>\n\u5df2\u7ecf\u9009\u5b9a\u7684\u6a21\u578b，\u7531\u54ea\u4e2a\u7aef\u70b9\u6765\u670d\u52a1<\/td>\nOpenRouter \u81ea\u52a8\u5b8c\u6210<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e09\u5c42\u662f\u4e09\u79cd\u4e0d\u540c\u7684\u95ee\u9898，\u6df7\u5728\u4e00\u4e2a\u300c\u6a21\u578b\u9009\u62e9\u5668\u300d\u91cc\u5199，\u540e\u9762\u4efb\u4f55\u4e00\u5c42\u8981\u6539\u90fd\u5f97\u52a8\u540c\u4e00\u5768\u4ee3\u7801\u3002\u5206\u5f00\u4e4b\u540e，\u4e09\u5c42\u53ef\u4ee5\u5404\u81ea\u66ff\u6362\u3002<\/p>\n

\u4e8c\u3001\u5de5\u4f5c\u6d41\u7f16\u6392\u5c42：LangGraph \u548c CrewAI \u7ed9\u4e86\u4ec0\u4e48<\/h3>\n

\u8fd9\u4e00\u5c42\u89e3\u51b3\u7684\u662f\u300c\u957f\u4efb\u52a1\u600e\u4e48\u6d3b\u4e0b\u53bb\u300d，\u4e24\u4e2a\u4e3b\u6d41\u6846\u67b6\u8d70\u7684\u662f\u4e24\u6761\u8def\u3002<\/p>\n

2.1 LangGraph：\u628a\u5de5\u4f5c\u6d41\u753b\u6210\u56fe<\/h4>\n

LangGraph \u628a\u5de5\u4f5c\u6d41\u5efa\u6a21\u6210\u4e00\u5f20\u8282\u70b9\u56fe，\u786e\u5b9a\u6027\u7684\u4eba\u5199\u6b65\u9aa4\u548c\u6a21\u578b\u9a71\u52a8\u7684\u6b65\u9aa4\u53ef\u4ee5\u6df7\u5728\u540c\u4e00\u5f20\u56fe\u91cc\u3002\u5b83\u9760\u4e24\u4e2a\u7ec4\u4ef6\u89e3\u51b3\u6301\u4e45\u5316：<\/p>\n

    \n
  • Checkpointer：\u6309 thread \u4fdd\u5b58\u56fe\u7684\u72b6\u6001，\u4e2d\u65ad\u540e\u53ef\u4ee5\u4ece\u65ad\u70b9\u7ee7\u7eed；<\/li>\n
  • Store：\u628a\u5e94\u7528\u6570\u636e\u5b58\u5728\u56fe\u72b6\u6001\u4e4b\u5916，\u8de8 thread \u590d\u7528\u72b6\u6001；<\/li>\n
  • interrupt()：\u5728\u56fe\u91cc\u4efb\u610f\u4f4d\u7f6e\u6682\u505c，\u7b49\u4eba\u5ba1\u6279\u540e\u7ee7\u7eed\u3002<\/li>\n<\/ul>\n

    \u5b83\u7684\u53d6\u820d\u5f88\u6e05\u695a：\u63a7\u5236\u6743\u5b8c\u5168\u5728\u4f60\u624b\u91cc，\u4ee3\u4ef7\u662f\u8282\u70b9\u3001\u8fb9\u3001\u72b6\u6001 schema\u3001\u6301\u4e45\u5316\u914d\u7f6e\u90fd\u5f97\u81ea\u5df1\u5199\u3002<\/p>\n

    2.2 CrewAI：\u7528\u89d2\u8272\u548c\u4efb\u52a1\u63cf\u8ff0\u66ff\u4ee3\u56fe<\/h4>\n

    CrewAI \u7684\u5fc3\u667a\u6a21\u578b\u66f4\u63a5\u8fd1\u300c\u5199\u4e00\u5f20\u4efb\u52a1\u5355\u300d，\u800c\u4e0d\u662f\u300c\u753b\u4e00\u5f20\u56fe\u300d：<\/p>\n

      \n
    • Crew：\u4e00\u7ec4 Agent，\u6bcf\u4e2a\u6709 role\u3001goal\u3001backstory，\u6309\u5206\u914d\u7684\u4efb\u52a1\u63a8\u8fdb；\u6d41\u7a0b\u53ef\u4ee5\u662f sequential（\u987a\u5e8f），\u4e5f\u53ef\u4ee5\u662f hierarchical（\u5e26\u7ba1\u7406\u8005）；<\/li>\n
    • allow_delegation \u6253\u5f00\u540e Agent \u4e4b\u95f4\u53ef\u4ee5\u4e92\u76f8\u59d4\u6d3e；\u6bcf\u4e2a Agent \u6709 max_iter \u4e0a\u9650（\u9ed8\u8ba4 20），\u8fd8\u53ef\u4ee5\u8bbe max_execution_time；<\/li>\n
    • Flow：\u5305\u5728 Crew \u5916\u9762\u7684\u7ed3\u6784\u5316\u3001\u4e8b\u4ef6\u9a71\u52a8\u5c42\u3002\u5b98\u65b9\u628a Flow \u5b9a\u4f4d\u6210\u5e94\u7528\u7684\u9aa8\u67b6，Crew \u662f\u91cc\u9762\u7684\u5de5\u4f5c\u5355\u5143\u3002<\/li>\n<\/ul>\n

      \u4f60\u82b1\u7684\u529b\u6c14\u66f4\u591a\u5728 role \/ goal \/ task \u8fd9\u4e09\u6bb5\u6587\u5b57\u4e0a，\u66f4\u5c11\u5728\u8fde\u8282\u70b9\u4e0a\u3002\u4ee3\u4ef7\u662f\u628a\u66f4\u591a\u6267\u884c\u8def\u5f84\u7684\u51b3\u5b9a\u6743\u4ea4\u7ed9\u4e86 Agent \u81ea\u5df1\u3002<\/p>\n

      \u4e09\u3001\u6a21\u578b\u8def\u7531\u5c42：\u4e00\u4e2a\u5217\u8868\u5c31\u80fd\u8986\u76d6\u5927\u90e8\u5206\u9700\u6c42<\/h3>\n

      \u8fd9\u4e00\u5c42\u4e0d\u9700\u8981\u6846\u67b6\u3002\u76f4\u63a5\u8bf7\u6c42 chat\/completions \u7aef\u70b9，\u628a\u5019\u9009\u6a21\u578b\u6309\u4f18\u5148\u7ea7\u5199\u8fdb models \u53c2\u6570，\u5269\u4e0b\u7684\u4ea4\u7ed9\u670d\u52a1\u7aef：\u7b2c\u4e00\u4e2a\u6a21\u578b\u62a5\u9519\u5c31\u8bd5\u4e0b\u4e00\u4e2a\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\u4efb\u4f55\u9519\u8bef\u90fd\u80fd\u89e6\u53d1\u56de\u9000，\u5305\u62ec\u4e0a\u4e0b\u6587\u957f\u5ea6\u6821\u9a8c\u5931\u8d25\u3001\u88ab\u8fc7\u6ee4\u6a21\u578b\u7684\u5ba1\u6838\u62e6\u622a\u3001\u9650\u6d41\u3001\u670d\u52a1\u4e0d\u53ef\u7528\u3002\u8ba1\u8d39\u6309\u6700\u7ec8\u63d0\u4f9b\u670d\u52a1\u7684\u90a3\u4e2a\u6a21\u578b\u7b97，\u54cd\u5e94\u91cc\u7684 model \u5b57\u6bb5\u544a\u8bc9\u4f60\u662f\u54ea\u4e00\u4e2a\u3002<\/p>\n

      fallback \u53ea\u5bf9\u9519\u8bef\u751f\u6548，\u5b83\u4e0d\u5224\u65ad\u7b2c\u4e00\u4e2a\u6a21\u578b\u7684\u7b54\u6848\u597d\u4e0d\u597d\u3002 \u8fd9\u53e5\u8bdd\u662f\u6574\u4e2a\u8bdd\u9898\u91cc\u6700\u5bb9\u6613\u8bef\u4f1a\u7684\u5730\u65b9：\u60f3\u8981\u300c\u7b54\u6848\u8d28\u91cf\u4e0d\u8fbe\u6807\u5c31\u5347\u7ea7\u300d，\u90a3\u662f\u5de5\u4f5c\u6d41\u7f16\u6392\u5c42\u7684\u6d3b，\u5f97\u81ea\u5df1\u5728\u4ee3\u7801\u91cc\u5224\u3002<\/p>\n

      \u6700\u5c0f\u53ef\u8dd1\u7684\u4f8b\u5b50（\u5b98\u65b9\u539f\u6587\u793a\u4f8b）：<\/p>\n

      # \u76f4\u63a5\u8bf7\u6c42 OpenRouter，\u7528 models \u5217\u8868\u505a\u4f18\u5148\u7ea7\u56de\u9000<\/span>
      \nimport<\/span> os
      \nimport<\/span> requests<\/p>\n

      def<\/span> route<\/span>(<\/span>models:<\/span> list<\/span>[<\/span>str<\/span>]<\/span>,<\/span> prompt:<\/span> str<\/span>)<\/span> –<\/span>><\/span> tuple<\/span>[<\/span>str<\/span>,<\/span> str<\/span>]<\/span>:<\/span>
      \n response =<\/span> requests.<\/span>post(<\/span>
      \n "https:\/\/openrouter.ai\/api\/v1\/chat\/completions"<\/span>,<\/span>
      \n headers=<\/span>{<\/span>"Authorization"<\/span>:<\/span> f"Bearer <\/span>{<\/span>os.<\/span>environ[<\/span>'OPENROUTER_API_KEY'<\/span>]<\/span>}<\/span><\/span>"<\/span><\/span>}<\/span>,<\/span>
      \n # models \u662f\u6709\u5e8f\u56de\u9000\u5217\u8868：\u7b2c\u4e00\u4e2a\u62a5\u9519\u5c31\u7528\u4e0b\u4e00\u4e2a<\/span>
      \n json=<\/span>{<\/span>"models"<\/span>:<\/span> models,<\/span> "messages"<\/span>:<\/span> [<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> prompt}<\/span>]<\/span>}<\/span>,<\/span>
      \n timeout=<\/span>120<\/span>,<\/span>
      \n )<\/span>
      \n response.<\/span>raise_for_status(<\/span>)<\/span>
      \n body =<\/span> response.<\/span>json(<\/span>)<\/span>
      \n # \u8fd4\u56de\u503c\u91cc\u5e26\u4e0a\u662f\u54ea\u4e2a\u6a21\u578b\u771f\u6b63\u670d\u52a1\u7684，\u65b9\u4fbf\u57cb\u70b9<\/span>
      \n return<\/span> body[<\/span>"choices"<\/span>]<\/span>[<\/span>0<\/span>]<\/span>[<\/span>"message"<\/span>]<\/span>[<\/span>"content"<\/span>]<\/span>,<\/span> body[<\/span>"model"<\/span>]<\/span><\/p>\n

      draft,<\/span> draft_model =<\/span> route(<\/span>
      \n [<\/span>"anthropic\/claude-sonnet-5"<\/span>,<\/span> "openai\/gpt-5.6-sol"<\/span>]<\/span>,<\/span>
      \n "Draft a one-paragraph summary of what a model fallback list does."<\/span>,<\/span>
      \n)<\/span>
      \nreview,<\/span> review_model =<\/span> route(<\/span>
      \n [<\/span>"openai\/gpt-5.6-sol"<\/span>,<\/span> "anthropic\/claude-sonnet-5"<\/span>]<\/span>,<\/span>
      \n f"Review this draft for accuracy and suggest one improvement:\\\\n\\\\n<\/span>{<\/span>draft}<\/span><\/span>"<\/span><\/span>,<\/span>
      \n)<\/span>
      \nprint<\/span>(<\/span>f"draft by <\/span>{<\/span>draft_model}<\/span><\/span>, review by <\/span>{<\/span>review_model}<\/span><\/span>"<\/span><\/span>)<\/span>
      \nprint<\/span>(<\/span>review)<\/span><\/p>\n

      \u8fd9\u6bb5\u4ee3\u7801\u91cc\u4e09\u4e2a\u53c2\u6570\u503c\u5f97\u8bb0\u4e00\u4e0b：models \u662f\u6709\u5e8f\u5217\u8868，\u8d8a\u9760\u524d\u8d8a\u4f18\u5148；timeout \u7ed9\u8db3（\u793a\u4f8b\u53d6 120 \u79d2），\u56e0\u4e3a\u56de\u9000\u610f\u5473\u7740\u53ef\u80fd\u771f\u7684\u8dd1\u5b8c\u4e00\u6b21\u624d\u5931\u8d25；\u8fd4\u56de\u503c\u76f4\u63a5\u53d6 model \u5b57\u6bb5\u3002\u62ff\u5230\u5b83\u4ee5\u540e\u5efa\u8bae\u7acb\u523b\u6253\u70b9\u2014\u2014\u56de\u9000\u7387\u3001\u56de\u9000\u6700\u7ec8\u547d\u4e2d\u54ea\u4e2a\u6a21\u578b，\u662f\u5224\u65ad\u8fd9\u6761\u94fe\u5065\u4e0d\u5065\u5eb7\u7684\u7b2c\u4e00\u624b\u6570\u636e\u3002<\/p>\n

      \u540c\u6837\u7684\u4e24\u6b65\u6d41\u7a0b\u6362\u6210 LangChain，\u5199\u6cd5\u662f\u7ed9\u6bcf\u4e2a\u6a21\u578b\u5bf9\u8c61\u6302 fallbacks：<\/p>\n

      # \u540c\u6837\u7684\u4e8b\u60c5\u6362\u6210 LangChain：\u7f16\u6392\u7531\u6846\u67b6\u7ba1，\u6a21\u578b\u5c42\u4ecd\u7136\u8d70 OpenRouter<\/span>
      \nfrom<\/span> langchain_openrouter import<\/span> ChatOpenRouter<\/p>\n

      drafter =<\/span> ChatOpenRouter(<\/span>model=<\/span>"anthropic\/claude-sonnet-5"<\/span>)<\/span>.<\/span>with_fallbacks(<\/span>
      \n [<\/span>ChatOpenRouter(<\/span>model=<\/span>"openai\/gpt-5.6-sol"<\/span>)<\/span>]<\/span>
      \n)<\/span>
      \nreviewer =<\/span> ChatOpenRouter(<\/span>model=<\/span>"openai\/gpt-5.6-sol"<\/span>)<\/span>.<\/span>with_fallbacks(<\/span>
      \n [<\/span>ChatOpenRouter(<\/span>model=<\/span>"anthropic\/claude-sonnet-5"<\/span>)<\/span>]<\/span>
      \n)<\/span><\/p>\n

      draft =<\/span> drafter.<\/span>invoke(<\/span>"Draft a one-paragraph summary of what a model fallback list does."<\/span>)<\/span>
      \nreview =<\/span> reviewer.<\/span>invoke(<\/span>
      \n f"Review this draft for accuracy and suggest one improvement:\\\\n\\\\n<\/span>{<\/span>draft.<\/span>content}<\/span><\/span>"<\/span><\/span>
      \n)<\/span>
      \nprint<\/span>(<\/span>review.<\/span>content)<\/span><\/p>\n

      \u5bf9\u6bd4\u4e24\u6bb5\u4ee3\u7801\u80fd\u770b\u51fa\u5206\u5de5：\u4e00\u4e2a\u662f\u4f60\u81ea\u5df1\u5199\u8c03\u7528\u987a\u5e8f，\u4e00\u4e2a\u662f\u6846\u67b6\u66ff\u4f60\u7ba1\u6d41\u7a0b\u3002\u6a21\u578b\u5c42\u7684\u90e8\u5206（\u7528\u54ea\u4e9b\u6a21\u578b\u3001\u51fa\u9519\u600e\u4e48\u9000）\u4e24\u8fb9\u5b8c\u5168\u4e00\u6837\u3002<\/p>\n

      \u56db\u3001\u63d0\u4f9b\u5546\u8def\u7531\u5c42：\u540c\u4e00\u4e2a\u6a21\u578b，\u4e0d\u540c\u7aef\u70b9<\/h3>\n

      \u4e00\u4e2a\u6a21\u578b\u5728 OpenRouter \u4e0a\u5f80\u5f80\u6709\u591a\u4e2a\u63d0\u4f9b\u5546\u5728\u670d\u52a1\u3002\u63d0\u4f9b\u5546\u8def\u7531\u6362\u7684\u662f\u7aef\u70b9，\u4e0d\u662f\u6a21\u578b：\u4f60\u8bf7\u6c42\u7684\u662f\u540c\u4e00\u4e2a\u6a21\u578b，\u7cfb\u7edf\u5728\u7b26\u5408\u6761\u4ef6\u7684\u63d0\u4f9b\u5546\u91cc\u6311\u4e00\u4e2a\u3002\u5f53\u8bf7\u6c42\u91cc\u5e26\u5de5\u5177\u65f6，Auto Exacto \u9ed8\u8ba4\u751f\u6548，\u6309\u541e\u5410\u3001\u5de5\u5177\u8c03\u7528\u6210\u529f\u7387\u3001\u57fa\u51c6\u6570\u636e\u91cd\u6392\u63d0\u4f9b\u5546\u987a\u5e8f\u3002<\/p>\n

      \u8fd9\u4e00\u5c42\u5e73\u65f6\u4e0d\u9700\u8981\u4f60\u64cd\u5fc3，\u4f46\u5bf9 Agent \u573a\u666f\u6709\u4e24\u5c42\u542b\u4e49：\u5de5\u5177\u8c03\u7528\u5bc6\u96c6\u7684\u94fe\u8def，\u7aef\u70b9\u8d28\u91cf\u4f1a\u76f4\u63a5\u5f71\u54cd\u6210\u529f\u7387；\u800c\u8fd9\u7c7b\u91cd\u6392\u53d1\u751f\u5728\u300c\u4f60\u5df2\u7ecf\u9009\u5b9a\u7684\u6a21\u578b\u300d\u5185\u90e8，\u4e0d\u4f1a\u6084\u6084\u6362\u6210\u53e6\u4e00\u4e2a\u6a21\u578b\u3002<\/p>\n

      \u4e94\u3001\u4e2d\u95f4\u90a3\u4e00\u6bb5：\u5e26\u8fb9\u754c\u7684\u5de5\u5177\u5faa\u73af<\/h3>\n

      \u5f88\u591a Agent \u65e2\u4e0d\u9700\u8981\u4e00\u5f20\u6301\u4e45\u5316\u7684\u56fe，\u4e5f\u4e0d\u9700\u8981\u4e00\u652f\u5e26\u89d2\u8272\u7684\u56e2\u961f，\u53ea\u9700\u8981\u4e00\u4e2a\u300c\u6709\u4e0a\u9650\u7684\u591a\u8f6e\u5de5\u5177\u5faa\u73af\u300d\u3002OpenRouter \u7684 Agent SDK \u5c31\u662f\u51b2\u8fd9\u4e00\u6bb5\u6765\u7684（\u793a\u4f8b\u4e3a\u5b98\u65b9 TypeScript \u4ee3\u7801）：<\/p>\n

      \/\/ \u6709\u754c\u7684\u591a\u8f6e\u5de5\u5177\u5faa\u73af：\u505c\u6b62\u6761\u4ef6\u5199\u5728\u8c03\u7528\u91cc<\/span>
      \nimport<\/span> {<\/span> OpenRouter,<\/span> tool,<\/span> stepCountIs,<\/span> maxCost }<\/span> from<\/span> "@openrouter\/agent"<\/span>;<\/span>
      \nimport<\/span> {<\/span> z }<\/span> from<\/span> "zod"<\/span>;<\/span><\/p>\n

      const<\/span> client =<\/span> new<\/span> OpenRouter<\/span>(<\/span>{<\/span> apiKey:<\/span> process.<\/span>env.<\/span>OPENROUTER_API_KEY<\/span> }<\/span>)<\/span>;<\/span><\/p>\n

      const<\/span> result =<\/span> client.<\/span>callModel<\/span>(<\/span>{<\/span>
      \n model:<\/span> "anthropic\/claude-sonnet-5"<\/span>,<\/span>
      \n input:<\/span> "What time is it in Tokyo?"<\/span>,<\/span>
      \n tools:<\/span> [<\/span>
      \n tool<\/span>(<\/span>{<\/span>
      \n name:<\/span> "get_time"<\/span>,<\/span>
      \n description:<\/span> "Get the current time in a timezone"<\/span>,<\/span>
      \n inputSchema:<\/span> z.<\/span>object<\/span>(<\/span>{<\/span> timezone:<\/span> z.<\/span>string<\/span>(<\/span>)<\/span> }<\/span>)<\/span>,<\/span>
      \n execute<\/span>:<\/span> async<\/span> (<\/span>{<\/span> timezone }<\/span>)<\/span> =><\/span> (<\/span>{<\/span>
      \n time:<\/span> new<\/span> Date<\/span>(<\/span>)<\/span>.<\/span>toLocaleString<\/span>(<\/span>"en-US"<\/span>,<\/span> {<\/span> timeZone:<\/span> timezone }<\/span>)<\/span>,<\/span>
      \n }<\/span>)<\/span>,<\/span>
      \n }<\/span>)<\/span>,<\/span>
      \n ]<\/span>,<\/span>
      \n \/\/ \u4ec0\u4e48\u65f6\u5019\u505c：\u6b65\u6570\u4e0a\u9650\u6216\u6210\u672c\u4e0a\u9650，\u5148\u5230\u5148\u505c<\/span>
      \n stopWhen:<\/span> [<\/span>stepCountIs<\/span>(<\/span>5<\/span>)<\/span>,<\/span> maxCost<\/span>(<\/span>0.5<\/span>)<\/span>]<\/span>,<\/span>
      \n}<\/span>)<\/span>;<\/span><\/p>\n

      const<\/span> text =<\/span> await<\/span> result.<\/span>getText<\/span>(<\/span>)<\/span>;<\/span>
      \nconsole<\/span>.<\/span>log<\/span>(<\/span>text)<\/span>;<\/span><\/p>\n

      stepCountIs(5) \u548c maxCost(0.5) \u662f\u505c\u6b62\u6761\u4ef6，\u4e0d\u662f\u6d88\u8d39\u4e0a\u9650\u2014\u2014\u539f\u6587\u7279\u610f\u70b9\u660e\u4e86\u8fd9\u4e00\u70b9：\u8fbe\u5230\u6761\u4ef6\u5faa\u73af\u5c31\u505c，\u522b\u628a\u5b83\u5f53\u6210\u8d26\u5355\u5c01\u9876\u3002\u8be5 SDK \u91cc\u8fd8\u6709\u4e00\u4e2a openrouter:subagent \u80fd\u529b，\u6807\u6ce8\u4e3a beta\u3002<\/p>\n

      \u516d\u3001\u5bf9\u7167\u8868\u4e0e\u9009\u578b\u5efa\u8bae<\/h3>\n\nLangGraphCrewAI\u76f4\u63a5\u8def\u7531<\/tr>\n\n\n\n\n\n\n\n
      \u4e3a\u8c01\u800c\u751f<\/td>\n\u663e\u5f0f\u72b6\u6001\u3001\u6301\u4e45\u5316\u3001\u4eba\u5de5\u5ba1\u6279\u7684\u56fe\u5f0f\u7f16\u6392<\/td>\n\u4e8b\u4ef6\u9a71\u52a8 Flow \u91cc\u7684\u89d2\u8272\u5236 Agent \u56e2\u961f<\/td>\n\u6bcf\u6b21\u8c03\u7528\u9009\u6a21\u578b\u3001\u9519\u8bef\u9a71\u52a8\u56de\u9000\u3001\u63d0\u4f9b\u5546\u8def\u7531<\/td>\n<\/tr>\n
      \u591a\u6a21\u578b\u652f\u6301<\/td>\n\u6bcf\u4e2a\u8282\u70b9\u6216 Agent \u4e00\u4e2a\u6a21\u578b\u5bf9\u8c61<\/td>\n\u6bcf\u4e2a Agent\u3001Crew \u6216 manager \u4e00\u4e2a LLM<\/td>\n\u6bcf\u4e2a\u8bf7\u6c42\u4e00\u4e2a models \u5217\u8868<\/td>\n<\/tr>\n
      \u89c4\u5212\u3001\u8bb0\u5fc6\u3001\u59d4\u6d3e<\/td>\n\u6709，\u5199\u5728\u56fe\u3001Checkpointer\u3001Store \u91cc<\/td>\n\u6709，\u901a\u8fc7 Agent\u3001\u6d41\u7a0b\u4e0e Flow \u72b6\u6001<\/td>\n\u6ca1\u6709，\u53ea\u6709\u8def\u7531<\/td>\n<\/tr>\n
      \u6d41\u5f0f\u8f93\u51fa<\/td>\n\u6709<\/td>\n\u6709，Crew \u7ea7\u522b<\/td>\n\u6709，\u6309\u8bf7\u6c42<\/td>\n<\/tr>\n
      \u4eba\u5de5\u4ecb\u5165<\/td>\ninterrupt + Checkpointer<\/td>\n\u81ea\u5df1\u5199 Flow \u903b\u8f91<\/td>\n\u4e0d\u63d0\u4f9b<\/td>\n<\/tr>\n
      \u4f60\u8981\u5199\u4ec0\u4e48<\/td>\n\u8282\u70b9\u3001\u8fb9\u3001\u72b6\u6001 schema\u3001\u6301\u4e45\u5316\u914d\u7f6e<\/td>\nAgent\u3001Task\u3001Crew\u3001Flow \u5b9a\u4e49<\/td>\n\u4e00\u4e2a\u8bf7\u6c42\u4f53<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u9009\u578b\u4e0a\u539f\u6587\u7684\u5efa\u8bae\u5f88\u5b9e\u9645：\u5148\u505a\u5c0f\u627f\u8bfa\u3002 \u60f3\u4e0d\u6e05\u695a\u9700\u4e0d\u9700\u8981\u6846\u67b6，\u5c31\u5148\u7528 models \u5217\u8868\u628a\u4e00\u4e2a\u4e24\u6b65\u6d41\u7a0b\u8de8\u4e24\u4e2a\u6a21\u578b\u8dd1\u901a，\u518d\u5224\u65ad\u662f\u4e0d\u662f\u771f\u9700\u8981\u4e0a\u9762\u90a3\u5c42\u3002\u4e24\u5c42\u4e0d\u4e92\u76f8\u66ff\u4ee3，\u4e5f\u4e0d\u9700\u8981\u4e3a\u4e86\u62ff\u5230\u4e0b\u9762\u4e24\u5c42\u800c\u5148\u5f15\u5165\u6846\u67b6\u2014\u2014\u4e00\u4e2a\u5217\u8868\u52a0\u51e0\u4e2a if \u5c31\u80fd\u5728\u591a\u6a21\u578b\u95f4\u8def\u7531\u3002<\/p>\n

      \u53cd\u8fc7\u6765，\u5982\u679c\u4f60\u5df2\u7ecf\u5728\u7528 LangChain \u6216 CrewAI，\u4e5f\u6ca1\u5fc5\u8981\u6362\u6389：LangChain \u6709\u4e13\u95e8\u7684 ChatOpenRouter \u96c6\u6210，CrewAI \u901a\u8fc7 LLM \u7c7b\u628a OpenRouter \u5f53 provider\u3002\u4fdd\u7559\u6846\u67b6\u7684\u7f16\u6392，\u628a\u6a21\u578b\u4e0e\u63d0\u4f9b\u5546\u8def\u7531\u653e\u5728\u4e0b\u9762\u4e00\u5c42，\u662f\u66f4\u5e38\u89c1\u7684\u7ec4\u5408\u3002<\/p>\n

      \u4e03\u3001\u7ed9 Agent \u5f00\u53d1\u5b66\u4e60\u8005\u7684\u542f\u793a<\/h3>\n

      \u771f\u6b63\u7684\u5206\u754c\u7ebf\u4e0d\u662f\u300c\u7528\u4e0d\u7528\u6846\u67b6\u300d，\u800c\u662f\u300c\u72b6\u6001\u8981\u4e0d\u8981\u8de8\u8f6e\u3001\u8de8\u8fd0\u884c\u6d3b\u4e0b\u53bb\u300d\u3002 \u9700\u8981\u4eba\u5de5\u5ba1\u6279\u3001\u9700\u8981\u65ad\u70b9\u7eed\u8dd1\u3001\u9700\u8981\u628a\u5b50\u4efb\u52a1\u7a33\u5b9a\u5730\u6d3e\u7ed9\u4e0d\u540c Agent，\u5c31\u4e0a\u7f16\u6392\u5c42；\u53ea\u8981\u4e00\u6b21\u8bf7\u6c42\u5185\u628a\u6d3b\u5e72\u5b8c，\u4e00\u4e2a models \u5217\u8868\u5f80\u5f80\u5c31\u591f\u4e86，\u591a\u5f15\u5165\u4e00\u5c42\u53ea\u662f\u591a\u4e00\u5c42\u8981\u7ef4\u62a4\u7684\u4e1c\u897f\u3002<\/p>\n

      \u53e6\u5916\u4e24\u6761\u53ef\u4ee5\u76f4\u63a5\u62ff\u6765\u7528\u7684\u7ecf\u9a8c：\u56de\u9000\u7b56\u7565\u8981\u6309\u9519\u8bef\u7c7b\u578b\u68b3\u7406\u4e00\u904d，\u522b\u9ed8\u8ba4\u300c\u6240\u6709\u9519\u8bef\u90fd\u8be5\u56de\u9000\u300d\u2014\u2014\u6bd4\u5982\u5185\u5bb9\u5ba1\u6838\u62e6\u622a，\u56de\u9000\u5230\u53e6\u4e00\u4e2a\u6a21\u578b\u5927\u6982\u7387\u8fd8\u662f\u88ab\u62e6，\u767d\u767d\u591a\u82b1\u4e00\u6b21\u8c03\u7528；\u5de5\u5177\u8c03\u7528\u94fe\u8def\u7684\u6210\u529f\u7387\u8981\u8ddf\u7aef\u70b9\u8d28\u91cf\u4e00\u8d77\u770b，\u5de5\u5177\u5bc6\u96c6\u65f6\u8fd9\u7c7b\u5dee\u5f02\u4f1a\u88ab\u653e\u5927\u3002<\/p>\n

      \u5c0f\u7ed3<\/h3>\n

      \u591a\u6a21\u578b\u7f16\u6392\u662f\u4e09\u5c42：\u5de5\u4f5c\u6d41\u7f16\u6392\u8d1f\u8d23\u89c4\u5212\u3001\u72b6\u6001\u3001\u8bb0\u5fc6\u4e0e\u59d4\u6d3e，LangGraph \u7528\u56fe\u6362\u6765\u663e\u5f0f\u63a7\u5236，CrewAI \u7528\u89d2\u8272\u4e0e Flow \u6362\u6765\u66f4\u5c11\u7684\u8fde\u8fb9\u5de5\u4f5c；\u6a21\u578b\u8def\u7531\u8d1f\u8d23\u9009\u6a21\u578b\u548c\u5728\u62a5\u9519\u65f6\u56de\u9000，\u4e00\u4e2a models \u5217\u8868\u5373\u53ef；\u63d0\u4f9b\u5546\u8def\u7531\u8d1f\u8d23\u5728\u540c\u4e00\u4e2a\u6a21\u578b\u7684\u591a\u4e2a\u7aef\u70b9\u95f4\u6311\u9009，\u5e76\u5728\u5e26\u5de5\u5177\u65f6\u4f18\u5148\u5de5\u5177\u8c03\u7528\u8d28\u91cf\u3002\u4e09\u5c42\u53ef\u4ee5\u62c6\u5f00\u7528，\u4e5f\u53ef\u4ee5\u53e0\u8d77\u6765\u7528\u2014\u2014\u5148\u5224\u65ad\u9898\u76ee\u7684\u8fb9\u754c，\u518d\u51b3\u5b9a\u8981\u4e0d\u8981\u6846\u67b6\u3002<\/p>\n

      \u6587\u4e2d\u6a21\u578b\u540d\u4e0e\u4ee3\u7801\u6765\u81ea OpenRouter \u539f\u6587\u793a\u4f8b，\u6846\u67b6\u4e0e SDK \u7684\u5177\u4f53\u7248\u672c\u8bf7\u4ee5\u5b98\u65b9\u6587\u6863\u4e3a\u51c6，\u6b64\u5904\u672a\u9a8c\u8bc1\u6700\u65b0\u7248\u672c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u591a\u6a21\u578b\u7f16\u6392\u7684\u4e09\u5c42：\u6846\u67b6\u3001\u6a21\u578b\u8def\u7531\u4e0e\u63d0\u4f9b\u5546\u8def\u7531\u539f\u6587：OpenRouter Blog – \u300aLangChain vs CrewAI: Orchestration Compared to OpenRouter-Native Routing\u300b（https:\/\/openrouter.ai\/blog\/insights\/langchain-vs-crewai-orchestration-compared-to-openrouter-native-r<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[12918,12919,11653,50,87,78],"topic":[],"class_list":["post-113502","post","type-post","status-publish","format-standard","hentry","category-server","tag-12918","tag-12919","tag-11653","tag-50","tag-87","tag-78"],"yoast_head":"\n\u591a\u6a21\u578b\u7f16\u6392\u7684\u4e09\u5c42\uff1a\u6846\u67b6\u3001\u6a21\u578b\u8def\u7531\u4e0e\u63d0\u4f9b\u5546\u8def\u7531 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/113502.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u591a\u6a21\u578b\u7f16\u6392\u7684\u4e09\u5c42\uff1a\u6846\u67b6\u3001\u6a21\u578b\u8def\u7531\u4e0e\u63d0\u4f9b\u5546\u8def\u7531 - 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