{"id":111241,"date":"2026-09-30T18:33:05","date_gmt":"2026-09-30T10:33:05","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/111241.html"},"modified":"2026-09-30T18:33:05","modified_gmt":"2026-09-30T10:33:05","slug":"%e5%a4%9a-agent-%e5%9b%a2%e9%98%9f%e7%bc%96%e6%8e%92%e7%b3%bb%e7%bb%9f%e7%9a%84%e8%ae%be%e8%ae%a1%e4%b8%8e%e5%ae%9e%e6%b5%8b%ef%bc%9aagent-workflow","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/111241.html","title":{"rendered":"\u591a Agent \u56e2\u961f\u7f16\u6392\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u6d4b\uff1aagent-workflow"},"content":{"rendered":"

\u591a Agent \u56e2\u961f\u7f16\u6392\u7cfb\u7edf\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u6d4b：\u8c03\u5ea6\u3001\u8bc4\u5ba1\u94fe\u4e0e\u4e0a\u4e0b\u6587\u7ecf\u6d4e<\/h2>\n

\u4e00\u4e2a"\u8c03\u5ea6\u2014\u7f16\u7801\u2014\u8bc4\u5ba1"\u4e09\u5c97\u534f\u4f5c\u7684 LLM \u7f16\u6392\u7cfb\u7edf：\u8bc4\u5ba1\u4e0d\u901a\u8fc7\u81ea\u52a8\u9000\u56de\u91cd\u8bd5，\u4ea4\u4ed8\u7269\u7ecf\u7eaf\u4ee3\u7801\u6838\u9a8c\u540e\u624d\u7b97\u5b8c\u6210\u3002\u5c97\u4f4d\u8bb0\u5fc6\u9694\u79bb\u5728\u540c\u6279\u4efb\u52a1\u5b9e\u6d4b\u4e2d\u8282\u7701 95.5% \u7684 prompt token\u3002<\/p>\n

\u80cc\u666f\u4e0e\u52a8\u673a<\/h3>\n

\u8ba9 LLM \u72ec\u7acb\u627f\u62c5\u7f16\u7801\u4efb\u52a1\u65f6，"\u5047\u5b8c\u6210"\u662f\u9ad8\u9891\u6545\u969c：\u6a21\u578b\u58f0\u660e\u4efb\u52a1\u5b8c\u6210，\u4f46\u6587\u4ef6\u5e76\u672a\u751f\u6210，\u6216\u4ee3\u7801\u672a\u7ecf\u8fd0\u884c\u9a8c\u8bc1\u3002\u5355\u4eba\u5355\u4f1a\u8bdd\u7684\u7ed3\u6784\u5b58\u5728\u4e09\u4e2a\u56fa\u6709\u7f3a\u9677：<\/p>\n

  • \u7f3a\u5c11\u72ec\u7acb\u6821\u5bf9\u73af\u8282\u3002\u6a21\u578b\u81ea\u8bc4"\u53ef\u8fd0\u884c"\u7f3a\u4e4f\u53ef\u4fe1\u5ea6，\u9a8c\u8bc1\u6210\u672c\u6700\u7ec8\u56de\u6d41\u5230\u4f7f\u7528\u8005\u8eab\u4e0a\u3002<\/li>\n
  • \u4e0a\u4e0b\u6587\u81a8\u80c0\u3002\u9700\u6c42\u3001\u4ee3\u7801\u3001\u5de5\u5177\u8fd4\u56de\u6df7\u6392\u5728\u4e00\u4e2a\u4f1a\u8bdd\u4e2d，\u957f\u4efb\u52a1\u4e0b token \u6210\u672c\u4e0d\u53ef\u63a7\u3002<\/li>\n
  • \u5b8c\u6210\u6807\u51c6\u4e0d\u660e\u786e\u3002\u6a21\u578b\u5bf9"\u5b8c\u6210"\u7684\u5b9a\u4e49（\u4ea7\u51fa\u4ee3\u7801\u6587\u672c）\u4e0e\u5de5\u7a0b\u5bf9"\u5b8c\u6210"\u7684\u5b9a\u4e49（\u6587\u4ef6\u843d\u76d8\u3001\u53ef\u8fd0\u884c\u3001\u6709\u8f93\u51fa）\u4e4b\u95f4\u5b58\u5728\u504f\u5dee，\u4e14\u504f\u5dee\u4e0d\u4f1a\u88ab\u81ea\u52a8\u66b4\u9732\u3002<\/li>\n

    \u672c\u6587\u4ecb\u7ecd\u6211\u8fd1\u671f\u5b8c\u6210\u7684\u4e00\u4e2a\u591a Agent \u56e2\u961f\u7f16\u6392\u7cfb\u7edf（\u4ed3\u5e93\u89c1\u6587\u672b），\u76ee\u6807\u662f\u628a"\u5206\u5de5"\u548c"\u9a8c\u6536"\u505a\u6210\u7cfb\u7edf\u80fd\u529b，\u800c\u4e0d\u662f\u4f9d\u8d56\u5355\u6a21\u578b\u7684\u81ea\u89c9\u3002<\/p>\n

    \u7cfb\u7edf\u67b6\u6784<\/h3>\n

    \u7cfb\u7edf\u7531\u4e09\u4e2a\u5c97\u4f4d\u7ec4\u6210，\u5404\u5c97\u4f4d\u7ed1\u5b9a\u72ec\u7acb\u7684 prompt \u6587\u4ef6\u4e0e\u8bb0\u5fc6\u7a7a\u95f4：<\/p>\n\n\u5c97\u4f4d\u804c\u8d23\u5173\u952e\u7ea6\u675f<\/tr>\n\n\n\n\n
    \u8c03\u5ea6\u5c97（scheduler）<\/td>\n\u5224\u65ad\u8f93\u5165\u7c7b\u578b；\u5de5\u7a0b\u9700\u6c42\u4ea7\u51fa\u7ed3\u6784\u5316\u4efb\u52a1\u8868<\/td>\n\u4efb\u52a1\u8868\u683c\u5f0f\u7531\u7eaf\u4ee3\u7801\u6821\u9a8c，\u8fdd\u7ea6\u5373\u5224\u5931\u8d25<\/td>\n<\/tr>\n
    \u7f16\u7801\u5c97（coder）<\/td>\n\u5b9e\u73b0\u4efb\u52a1，\u58f0\u660e\u4ea4\u4ed8\u6587\u4ef6\u6e05\u5355<\/td>\n\u4ea7\u51fa\u987b\u542b\u534f\u4f5c\u4fe1\u53f7\u4e0e\u4ea4\u4ed8\u58f0\u660e<\/td>\n<\/tr>\n
    \u8bc4\u5ba1\u5c97（tester）<\/td>\n\u5b9e\u9645\u8fd0\u884c\u88ab\u5ba1\u4ee3\u7801，\u51fa\u5177\u7ed3\u8bba<\/td>\n\u8bc4\u5ba1\u987b\u9644\u8fd0\u884c\u7ea7\u8bc1\u636e，\u7ed3\u8bba\u5206"\u901a\u8fc7 \/ \u4e0d\u901a\u8fc7"<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u6267\u884c\u6d41\u7a0b：\u9700\u6c42\u8fdb\u5165 \u2192 \u8c03\u5ea6\u5c97\u62c6\u89e3\u4e3a\u4efb\u52a1\u8868 \u2192 \u7f16\u7801\u5c97\u6267\u884c \u2192 \u8bc4\u5ba1\u5c97\u5b9e\u6d4b \u2192 \u4e0d\u901a\u8fc7\u5219\u9000\u56de\u7f16\u7801\u5c97\u3001\u8ba1\u6570\u52a0\u4e00 \u2192 \u901a\u8fc7\u540e\u7ecf\u4ea4\u4ed8\u6838\u9a8c（\u7eaf\u4ee3\u7801\u68c0\u67e5\u58f0\u660e\u6587\u4ef6\u7684\u5b58\u5728\u6027）\u2192 \u5b8c\u6210\u3002\u9000\u56de\u6b21\u6570\u4e0a\u9650\u7531\u8c03\u5ea6\u4ee3\u7801\u515c\u5e95，\u8d85\u9650\u5224\u5931\u8d25\u5e76\u5b8c\u6574\u6253\u5370\u73b0\u573a\u3002<\/p>\n

    \u7cfb\u7edf\u63d0\u4f9b\u7ec8\u7aef\u4e0e Web \u53cc\u5165\u53e3（FastAPI + SSE \u4e8b\u4ef6\u6d41），\u6d4f\u89c8\u5668\u5185\u603b\u89c8\u6d41\u7a0b\u56fe\u968f\u6267\u884c\u9010\u8282\u70b9\u70b9\u4eae，\u8f68\u8ff9\u56fe\u6309\u65f6\u95f4\u751f\u957f\u3001\u9000\u56de\u8def\u5f84\u7ed8\u5236\u4e3a\u5e26\u7f16\u53f7\u7684\u56de\u8fb9；\u6bcf\u6b21\u8fd0\u884c\u7ed3\u675f\u81ea\u52a8\u7ed3\u7b97\u672c\u8f6e token \u6d88\u8017\u3002<\/p>\n

    \u5173\u952e\u673a\u5236\u8bbe\u8ba1<\/h3>\n

    \u661f\u578b\u8c03\u5ea6：\u8c03\u5ea6\u6743\u5728\u4ee3\u7801，\u4e0d\u5728\u6a21\u578b<\/h4>\n

    \u5c97\u4f4d\u95f4\u7684\u534f\u4f5c\u901a\u8fc7\u4fe1\u53f7 [\u8bf7\u6c42\u534f\u4f5c:\u5c97\u4f4dkey] \u53d1\u8d77，\u7531\u4ee3\u7801\u89e3\u6790\u5e76\u6d3e\u53d1，\u8f6c\u6d3e\u9650\u4e00\u5c42\u3002\u76f8\u6bd4\u6a21\u578b\u81ea\u7531\u4e92\u8c03\u7684\u94fe\u5f0f\u7ed3\u6784：<\/p>\n

      \n
    • \u8f6c\u6d3e\u7531\u786e\u5b9a\u6027\u4ee3\u7801\u6267\u884c，\u547d\u4e2d\u7387\u4e0d\u53d7\u6a21\u578b\u8f93\u51fa\u683c\u5f0f\u6f02\u79fb\u5f71\u54cd；<\/li>\n
    • \u4ece\u673a\u5236\u4e0a\u675c\u7edd\u8c03\u7528\u94fe\u81ea\u53d1\u6269\u6563，\u907f\u514d\u4e0a\u4e0b\u6587\u6210\u672c\u5931\u63a7\u3002<\/li>\n<\/ul>\n

      \u6a21\u578b\u8d1f\u8d23\u5224\u65ad，\u4ee3\u7801\u8d1f\u8d23\u8def\u7531\u3002<\/p>\n

      \u4efb\u52a1\u8868\u5951\u7ea6：\u7ba1\u7406\u5c97\u7684\u4ea7\u51fa\u540c\u6837\u53d7\u7ea6\u675f<\/h4>\n

      \u8c03\u5ea6\u5c97\u5fc5\u987b\u8f93\u51fa\u7ed3\u6784\u5316\u4efb\u52a1\u8868（\u4efb\u52a1\u7f16\u53f7\u3001\u6267\u884c\u5c97\u4f4d\u3001\u8bc4\u5ba1\u5bf9\u8c61\u3001\u4f9d\u8d56\u5173\u7cfb），\u7531\u7eaf\u4ee3\u7801\u89e3\u6790\u6821\u9a8c：\u7f16\u53f7\u5fc5\u987b\u8fde\u7eed\u3001\u6bcf\u4e2a\u4ea7\u51fa\u578b\u4efb\u52a1\u5fc5\u987b\u7ed1\u5b9a\u8bc4\u5ba1\u4efb\u52a1\u3002\u95ee\u5019\u3001\u7eaf\u95ee\u7b54\u7b49\u65e0\u9700\u62c6\u89e3\u7684\u8f93\u5165\u8d70\u76f4\u63a5\u56de\u590d\u901a\u9053，\u4e0d\u786c\u62c6\u4efb\u52a1\u3002<\/p>\n

      \u8bbe\u8ba1\u610f\u56fe：\u7cfb\u7edf\u91cc\u4e0d\u5b58\u5728"\u7279\u6743\u89d2\u8272"，\u8c03\u5ea6\u8005\u7684\u4ea7\u51fa\u548c\u7ba1\u7406\u6267\u884c\u8005\u4e00\u6837\u53d7\u5408\u540c\u7ea6\u675f\u3002<\/p>\n

      \u8bc4\u5ba1\u94fe\u95ed\u73af\u4e0e\u4ea4\u4ed8\u6838\u9a8c<\/h4>\n

      \u8bc4\u5ba1\u5c97\u7684\u7ed3\u8bba\u53ea\u4ee3\u8868"\u5b9e\u6d4b\u8fd0\u884c\u672a\u62a5\u9519"\u3002\u7cfb\u7edf\u5728\u6b64\u57fa\u7840\u4e0a\u53e0\u52a0\u7b2c\u4e8c\u9053\u95f8\u2014\u2014\u4ea4\u4ed8\u6838\u9a8c：\u7f16\u7801\u5c97\u58f0\u660e\u7684\u6587\u4ef6\u6e05\u5355\u7531\u7eaf\u4ee3\u7801\u9010\u9879\u68c0\u67e5\u5b58\u5728\u6027（\u542b\u8def\u5f84\u5f52\u4e00\u5316，\u58f0\u660e\u5e26\u524d\u7f00\u7684\u76f8\u5bf9\u8def\u5f84\u4ea6\u6b63\u786e\u5224\u9a8c）\u3002\u58f0\u79f0\u751f\u6210\u800c\u672a\u751f\u6210，\u5224\u5931\u8d25\u3002<\/p>\n

      \u539f\u5219：\u51e1\u662f\u80fd\u5199\u6210\u786e\u5b9a\u6027\u4ee3\u7801\u7684\u5224\u65ad，\u4e0d\u4ea4\u7ed9\u6a21\u578b\u3002<\/p>\n

      \u5c97\u4f4d\u8bb0\u5fc6\u9694\u79bb\u4e0e\u4e0a\u4e0b\u6587\u7ecf\u6d4e<\/h4>\n

      \u6bcf\u4e2a\u5c97\u4f4d\u7684\u8bb0\u5fc6\u6309（\u5de5\u7a0b，\u5c97\u4f4d）\u53cc\u952e\u9694\u79bb；\u5de5\u5177\u8c03\u7528\u7684\u4e2d\u95f4\u6d88\u606f\u6267\u884c\u540e\u6c89\u6dc0\u4e22\u5f03，\u4ec5\u7ed3\u8bba\u8fdb\u5165\u5386\u53f2；\u5386\u53f2\u6309\u6ed1\u52a8\u7a97\u53e3\u88c1\u526a\u3002<\/p>\n

      \u5b9e\u9a8c\u6570\u636e<\/h3>\n

      \u540c\u6279\u4efb\u52a1\u5bf9\u7167\u5b9e\u9a8c（3 \u4e2a\u9700\u6c42 \u00d7 \u53cc\u5c97\u4f4d，\u540c\u6a21\u578b\u540c\u5de5\u5177，\u552f\u4e00\u53d8\u91cf\u4e3a\u8bb0\u5fc6\u67b6\u6784）：<\/p>\n\n\u8bb0\u5fc6\u67b6\u6784prompt tokens\u76f8\u5bf9\u500d\u6570<\/tr>\n\n\n\n
      \u5168\u5458\u5171\u4eab\u4e00\u4efd\u4f1a\u8bdd（\u5168\u91cf\u91cd\u53d1\u3001\u5de5\u5177\u6d88\u606f\u5168\u7d2f\u79ef）<\/td>\n433,744<\/td>\n22.12\u00d7<\/td>\n<\/tr>\n
      \u5c97\u4f4d\u72ec\u7acb\u8bb0\u5fc6 + \u5de5\u5177\u6d88\u606f\u6c89\u6dc0 + \u6ed1\u52a8\u7a97\u53e3<\/td>\n19,611<\/td>\n1\u00d7（\u8282\u7701 95.5%）<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u8865\u5145\u5bf9\u7167：\u540c\u6279\u4efb\u52a1\u4e0d\u5e26\u5de5\u5177\u8c03\u7528\u65f6，\u4e24\u79cd\u67b6\u6784\u5dee\u8ddd\u4ec5\u4e3a 1.40\u00d7\u3002\u8bf4\u660e\u4e0a\u4e0b\u6587\u7ecf\u6d4e\u7684\u4e3b\u8981\u6536\u76ca\u6765\u81ea\u5de5\u5177\u5faa\u73af\u2014\u2014\u5de5\u5177\u6d88\u606f\u5728\u5171\u4eab\u4f1a\u8bdd\u4e2d\u9010\u8f6e\u56de\u704c，\u5176\u4f53\u79ef\u88ab\u8bb0\u5fc6\u67b6\u6784\u5dee\u5f02\u653e\u5927\u3002\u5de5\u5177\u8c03\u7528\u8d8a\u5bc6\u96c6，\u5c97\u4f4d\u8bb0\u5fc6\u9694\u79bb\u7684\u6536\u76ca\u8d8a\u5927\u3002<\/p>\n

      \u5de5\u7a0b\u5b9e\u8df5\u4e0e\u8e29\u5751\u8bb0\u5f55<\/h3>\n

      \u89e3\u6790\u5668\u7684\u5168\u534a\u89d2\u517c\u5bb9\u3002 \u7528\u6237\u4ee5\u4e2d\u6587\u5168\u89d2\u62ec\u53f7\u8f93\u5165\u534f\u4f5c\u4fe1\u53f7（\u3010\u8bf7\u6c42\u534f\u4f5c:tester\u3011，\u5168\u89d2\u5192\u53f7），\u89e3\u6790\u5931\u8d25\u3002\u4fee\u590d：\u6240\u6709\u9762\u5411\u6a21\u578b\u81ea\u7531\u8f93\u51fa\u7684\u6b63\u5219\u89e3\u6790\u7edf\u4e00\u5168\u534a\u89d2\u4e00\u89c6\u540c\u4ec1\u3002\u5bf9\u81ea\u7531\u8f93\u51fa\u7684\u89e3\u6790，\u5bbd\u5bb9\u5ea6\u5373\u5065\u58ee\u6027\u3002<\/p>\n

      \u5206\u7c7b\u5224\u636e\u7684\u7ed3\u6784\u6027\u8868\u8ff0\u3002 \u9700\u6c42"\u505a\u4e2a\u81ea\u6211\u4ecb\u7ecd，\u7f51\u9875\u7248"\u66fe\u88ab\u8c03\u5ea6\u5c97\u5224\u4e3a\u95f2\u804a\u8d70\u76f4\u63a5\u56de\u590d\u901a\u9053\u2014\u2014\u63d0\u793a\u8bcd\u793a\u4f8b\u4e2d"\u81ea\u6211\u4ecb\u7ecd"\u4e00\u8bcd\u4e0e"\u8ba9 Agent \u81ea\u6211\u4ecb\u7ecd"\u649e\u8bcd\u3002\u4fee\u590d\u540e\u5224\u636e\u6539\u4e3a\u7ed3\u6784\u6027\u7279\u5f81：\u51e1\u8981\u6c42\u4ea7\u51fa\u4ea4\u4ed8\u7269\u7684\u9700\u6c42\u4e00\u5f8b\u62c6\u89e3，\u4e0e\u5173\u952e\u8bcd\u89e3\u8026\u3002<\/p>\n

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        \n
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      • \u56de\u5f52\u6d4b\u8bd5\u4e3a 18 \u4e2a\u6253\u6869\u573a\u666f（\u96f6 API \u6d88\u8017），\u8986\u76d6\u8c03\u5ea6\u3001\u5951\u7ea6\u3001\u8bc4\u5ba1\u94fe\u4e3b\u8def\u5f84，\u5c1a\u4e0d\u542b\u7aef\u5230\u7aef\u538b\u6d4b\u3002<\/li>\n<\/ul>\n

        \u5df2\u652f\u6301：Docker \u5355\u547d\u4ee4\u90e8\u7f72（\u955c\u50cf 273MB，\u8fd0\u884c\u65f6 7 \u4e2a\u771f\u5b9e\u4f9d\u8d56）\u3001\u7ec8\u7aef\u4e0e\u6d4f\u89c8\u5668\u540c\u4e00\u8c03\u5ea6\u5185\u6838\u3001\u6bcf\u8f6e token \u8d26\u5355\u7ed3\u7b97\u3002<\/p>\n

        \u603b\u7ed3<\/h3>\n

        \u8fd9\u5957\u7cfb\u7edf\u9a8c\u8bc1\u4e86\u4e09\u4ef6\u4e8b：<\/p>\n

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      • \u5c97\u4f4d\u8bb0\u5fc6\u9694\u79bb\u7684 token \u6536\u76ca\u53ef\u91cf\u5316\u3001\u53ef\u590d\u73b0，\u4e14\u4e0e\u5de5\u5177\u8c03\u7528\u5bc6\u5ea6\u6b63\u76f8\u5173；<\/li>\n
      • \u786e\u5b9a\u6027\u4ee3\u7801\u4e0e LLM \u5224\u65ad\u7684\u8fb9\u754c\u8d8a\u6e05\u6670，\u7cfb\u7edf\u8d8a\u53ef\u63a7\u3002<\/li>\n

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        \n

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