{"id":93704,"date":"2026-08-13T06:16:42","date_gmt":"2026-08-12T22:16:42","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93704.html"},"modified":"2026-08-13T06:16:42","modified_gmt":"2026-08-12T22:16:42","slug":"%e3%80%90%e9%a1%b9%e7%9b%ae%e7%af%87%e3%80%91ai%e7%a7%81%e5%8e%a8%e6%b1%87%e6%80%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93704.html","title":{"rendered":"\u3010\u9879\u76ee\u7bc7\u3011AI\u79c1\u53a8\u6c47\u603b"},"content":{"rendered":"

\u4e00.\u9879\u76ee<\/h3>\n

1.1 \u9700\u6c42<\/h4>\n\n\u89d2\u8272\u75db\u70b9\u6838\u5fc3\u8bc9\u6c42<\/tr>\n\n\n\n\n
\u5bb6\u5ead\u70f9\u996a\u65b0\u624b<\/td>\n\u9762\u5bf9\u51b0\u7bb1\u91cc\u7684\u98df\u6750\u4e0d\u77e5\u9053\u505a\u4ec0\u4e48<\/td>\n\u8f93\u5165\u98df\u6750 \u2192 \u83b7\u5f97\u53ef\u884c\u83dc\u8c31<\/td>\n<\/tr>\n
\u65e5\u5e38\u4e70\u83dc\u65cf<\/td>\n\u4e70\u5b8c\u83dc\u540e\u51b3\u7b56\u75b2\u52b3<\/td>\n\u62cd\u7167\u5373\u51fa\u63a8\u8350，\u7701\u53bb\u641c\u7d22\u6b65\u9aa4<\/td>\n<\/tr>\n
\u5065\u5eb7\u996e\u98df\u5173\u6ce8\u8005<\/td>\n\u5e0c\u671b\u517c\u987e\u8425\u517b\u4e0e\u7b80\u6613\u5ea6<\/td>\n\u6309\u8425\u517b+\u96be\u5ea6\u91cf\u5316\u6253\u5206，\u79d1\u5b66\u6392\u5e8f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.2 \u6280\u672f\u6808\u603b\u7ed3<\/h4>\n\n\u7c7b\u522b\u6280\u672f\u9009\u578b\u7248\u672c\u4f5c\u7528<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u8bed\u8a00<\/td>\nPython<\/td>\n3.12<\/td>\n\u540e\u7aef\u6838\u5fc3\u8bed\u8a00<\/td>\n<\/tr>\n
Web \u6846\u67b6<\/td>\nFastAPI<\/td>\n\u22650.109<\/td>\n\u5f02\u6b65 HTTP \u670d\u52a1<\/td>\n<\/tr>\n
ASGI<\/td>\nUvicorn<\/td>\n\u22650.27<\/td>\n\u670d\u52a1\u5668\u8fd0\u884c<\/td>\n<\/tr>\n
AI \u6846\u67b6<\/td>\nLangChain<\/td>\n\u22650.3<\/td>\nAgent \u7f16\u6392<\/td>\n<\/tr>\n
<\/td>\nLangGraph<\/td>\n\u22650.3<\/td>\n\u72b6\u6001\u56fe\u7f16\u6392 + \u4f1a\u8bdd\u6301\u4e45\u5316<\/td>\n<\/tr>\n
LLM<\/td>\n\u901a\u4e49\u5343\u95ee qwen3.5-plus<\/td>\n\u2014<\/td>\n\u591a\u6a21\u6001\u63a8\u7406（DashScope，OpenAI \u517c\u5bb9\u63a5\u53e3）<\/td>\n<\/tr>\n
\u641c\u7d22<\/td>\nTavily Search<\/td>\n\u2014<\/td>\n\u5b9e\u65f6 Web \u83dc\u8c31\u641c\u7d22<\/td>\n<\/tr>\n
\u8bb0\u5fc6<\/td>\nSQLite（LangGraph SqliteSaver）<\/td>\n\u2014<\/td>\n\u4f1a\u8bdd\u5386\u53f2\u6301\u4e45\u5316<\/td>\n<\/tr>\n
\u56fe\u7247\u5b58\u50a8<\/td>\n\u963f\u91cc\u4e91 OSS<\/td>\n\u2014<\/td>\n\u98df\u6750\u7167\u7247\u4e91\u7aef\u5b58\u50a8<\/td>\n<\/tr>\n
\u524d\u7aef<\/td>\n\u539f\u751f HTML\/CSS\/JS<\/td>\n\u2014<\/td>\n\u5355\u9875\u804a\u5929\u5e94\u7528（764\u884c）<\/td>\n<\/tr>\n
\u5305\u7ba1\u7406<\/td>\nuv<\/td>\n\u2014<\/td>\n\u4f9d\u8d56\u7ba1\u7406\u4e0e\u865a\u62df\u73af\u5883<\/td>\n<\/tr>\n
\u90e8\u7f72<\/td>\nLangGraph API<\/td>\n\u2014<\/td>\n\u4e91\u5e73\u53f0\u90e8\u7f72\u914d\u7f6e<\/td>\n<\/tr>\n
\u53ef\u89c2\u6d4b<\/td>\nLangSmith<\/td>\n\u2014<\/td>\nLLM \u8c03\u7528\u94fe\u8ffd\u8e2a<\/td>\n<\/tr>\n
\u5e8f\u5217\u5316<\/td>\nPydantic<\/td>\n\u22652.0<\/td>\n\u6570\u636e\u6a21\u578b\u6821\u9a8c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.3 \u6838\u5fc3\u529f\u80fd<\/h4>\n\n\u7279\u6027\u72b6\u6001\u8bf4\u660e<\/tr>\n\n\n\n\n\n\n\n\n\n
\u98df\u6750\u56fe\u7247\u8bc6\u522b<\/td>\n\u2705 \u5df2\u5b9e\u73b0<\/td>\n\u591a\u6a21\u6001 LLM \u8bc6\u522b\u7167\u7247\u4e2d\u7684\u98df\u6750\u79cd\u7c7b\u548c\u6570\u91cf<\/td>\n<\/tr>\n
\u65b0\u9c9c\u5ea6\u8bc4\u4f30<\/td>\n\u2705 \u5df2\u5b9e\u73b0<\/td>\n\u57fa\u4e8e\u5916\u89c2\u72b6\u6001\u5224\u65ad\u98df\u6750\u65b0\u9c9c\u7a0b\u5ea6<\/td>\n<\/tr>\n
\u667a\u80fd\u83dc\u8c31\u68c0\u7d22<\/td>\n\u2705 \u5df2\u5b9e\u73b0<\/td>\nTavily Web \u641c\u7d22 + LLM \u7406\u89e3，\u7ec4\u5408\u98df\u6750\u5173\u952e\u8bcd\u641c\u83dc\u8c31<\/td>\n<\/tr>\n
\u53cc\u7ef4\u5ea6\u6253\u5206<\/td>\n\u2705 \u5df2\u5b9e\u73b0<\/td>\n\u8425\u517b\u4ef7\u503c + \u5236\u4f5c\u96be\u5ea6\u91cf\u5316\u8bc4\u5206<\/td>\n<\/tr>\n
\u7ed3\u6784\u5316\u63a8\u8350\u62a5\u544a<\/td>\n\u2705 \u5df2\u5b9e\u73b0<\/td>\n\u542b\u98df\u8c31\u4fe1\u606f\u3001\u5f97\u5206\u3001\u63a8\u8350\u7406\u7531\u3001\u53c2\u8003\u56fe\u7247<\/td>\n<\/tr>\n
\u6d41\u5f0f\u8f93\u51fa<\/td>\n\u2705 \u5df2\u5b9e\u73b0<\/td>\nSSE \u5b9e\u65f6\u63a8\u9001，\u6253\u5b57\u673a\u6548\u679c<\/td>\n<\/tr>\n
\u591a\u8f6e\u5bf9\u8bdd<\/td>\n\u2705 \u5df2\u5b9e\u73b0<\/td>\n\u57fa\u4e8e thread_id \u7684 SQLite \u4f1a\u8bdd\u8bb0\u5fc6<\/td>\n<\/tr>\n
\u7eaf\u6587\u672c\u8f93\u5165<\/td>\n\u2705 \u5df2\u5b9e\u73b0<\/td>\n\u4e0d\u4e0a\u4f20\u56fe\u7247\u4e5f\u80fd\u8f93\u5165\u98df\u6750\u6e05\u5355<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.4 \u9879\u76ee\u6548\u679c<\/h4>\n

\"\"<\/p>\n

\u4e8c.\u95ee\u9898\u4e0e\u89e3\u51b3\u6c47\u603b<\/h3>\n

2.1 LangGraph Studio \u8fde\u63a5\/\u90e8\u7f72\u95ee\u9898<\/h4>\n\n#\u95ee\u9898\u6839\u56e0\u89e3\u51b3\u65b9\u6848<\/tr>\n\n\n\n\n
1<\/td>\nGraph \u52a0\u8f7d\u5931\u8d25，\u670d\u52a1\u542f\u52a8\u5373\u5d29\u6e83<\/td>\napp\/agents\/personal_chief.py\u00a0\u624b\u52a8\u4f20\u5165\u00a0SqliteSaver\u00a0checkpointer，\u4e0e LangGraph API \u5185\u7f6e\u6301\u4e45\u5316\u673a\u5236\u51b2\u7a81<\/td>\n\u521b\u5efa\u00a0personal_chief_lg.py，\u79fb\u9664\u81ea\u5b9a\u4e49\u00a0checkpointer，\u7531 LangGraph \u5e73\u53f0\u81ea\u52a8\u7ba1\u7406<\/td>\n<\/tr>\n
2<\/td>\n.env\u00a0\u4e2d LangSmith API Key \u65e0\u6548<\/td>\nLANGSMITH_API_KEY= ***\u00a0\u7b49\u53f7\u540e\u591a\u4e86\u524d\u5bfc\u7a7a\u683c<\/td>\n\u5220\u9664\u7a7a\u683c：LANGSMITH_API_KEY=***<\/td>\n<\/tr>\n
3<\/td>\nStudio（HTTPS）\u65e0\u6cd5\u8fde\u63a5\u672c\u5730\u00a0langgraph dev\u00a0HTTP \u670d\u52a1<\/td>\n\u6d4f\u89c8\u5668\u6df7\u5408\u5185\u5bb9\u7b56\u7565（Mixed Content）\u963b\u6b62\u00a0LangSmith\u00a0\u5411\u00a0http:\/\/127.0.0.1:8123\u00a0\u53d1\u8bf7\u6c42<\/td>\n\u65b9\u6848 A：\u81ea\u7b7e\u540d\u8bc1\u4e66\u542f\u52a8 HTTPSlanggraph dev –ssl-keyfile key.pem –ssl-certfile cert.pem\u65b9\u6848 B：Cloudflare \u96a7\u9053langgraph dev –tunnel –port 8123<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u65b9\u6848 A vs \u65b9\u6848 B：<\/p>\n

    \n
  • A \u9002\u5408\u672c\u5730\u5f00\u53d1，\u6d4f\u89c8\u5668\u9700\u4fe1\u4efb\u81ea\u7b7e\u540d\u8bc1\u4e66<\/li>\n
  • B \u81ea\u52a8\u751f\u6210\u00a0https:\/\/xxx.trycloudflare.com\u00a0\u516c\u7f51\u5730\u5740，\u65e0\u9700\u5904\u7406\u8bc1\u4e66，\u4f46\u4f9d\u8d56\u5916\u7f51<\/li>\n<\/ul>\n

    2.2\u00a0\u56fe\u7247\u4e0a\u4f20\u4e0e\u8bc6\u522b\u95ee\u9898<\/h4>\n\n#\u95ee\u9898\u6839\u56e0\u89e3\u51b3\u65b9\u6848<\/tr>\n\n\n\n
    4<\/td>\n\u56fe\u7247\u4e0a\u4f20\u540e\u4e00\u76f4"\u601d\u8003"\u4e0d\u56de\u7b54<\/td>\n_build_message\u00a0\u4f7f\u7528 OpenAI \u683c\u5f0f\u00a0{"type": "image_url", "image_url": {"url": "…"}}，DashScope \u4e0d\u517c\u5bb9<\/td>\n\u6539\u4e3a DashScope \u517c\u5bb9\u683c\u5f0f：{"type": "image", "url": "…"}<\/td>\n<\/tr>\n
    5<\/td>\n\u56fe\u7247\u4e0a\u4f20\u5931\u8d25<\/td>\n\u2460 OSS bucket \u533a\u57df\u4e0e\u4ee3\u7801\u9ed8\u8ba4\u533a\u57df\u4e0d\u4e00\u81f4 \u2192 \u7b7e\u540d\u9519\u8bef\u2461 Bucket \u79c1\u6709，\u6a21\u578b\u65e0\u6cd5\u76f4\u63a5\u4e0b\u8f7d\u56fe\u7247<\/td>\n\u2460\u00a0.env\u00a0\u52a0\u00a0OSS_REGION\u00a0\u914d\u7f6e\u6b63\u786e\u533a\u57df，\u6362\u7528\u00a0oss2\u00a0SDK\u2461\u00a0_build_message\u00a0\u81ea\u52a8\u5c06\u79c1\u6709 OSS URL \u8f6c\u4e3a GET \u7b7e\u540d URL<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    2.3 Windows \u542f\u52a8\u811a\u672c\u95ee\u9898<\/h4>\n\n#\u95ee\u9898\u6839\u56e0\u89e3\u51b3\u65b9\u6848<\/tr>\n\n\n\n\n\n
    6<\/td>\n\u8def\u5f84\u5f15\u53f7\u89e3\u6790\u5f02\u5e38<\/td>\ncd \/d <\u9879\u76ee\u8def\u5f84>\u00a0\u672a\u52a0\u5f15\u53f7，\u542b\u7279\u6b8a\u5b57\u7b26\u65f6\u89e3\u6790\u51fa\u9519<\/td>\ncd \/d "<\u9879\u76ee\u8def\u5f84>"<\/td>\n<\/tr>\n
    7<\/td>\nbat \u6587\u4ef6\u4e2d\u6587\u4e71\u7801<\/td>\nUTF-8 \u7f16\u7801\u7684 bat \u88ab CMD \u9ed8\u8ba4 GBK \u89e3\u7801<\/td>\nbat \u5f00\u5934\u52a0\u00a0chcp 65001\u00a0\u5207 UTF-8，\u6216\u4ee5 GBK\/ANSI \u4fdd\u5b58<\/td>\n<\/tr>\n
    8<\/td>\n\u7aef\u53e3\u6743\u9650\/\u5360\u7528（WinError 10013）<\/td>\n\u7aef\u53e3\u88ab Hyper-V \u4fdd\u7559\u6216\u9632\u706b\u5899\u62e6\u622a<\/td>\n\u6362\u975e\u4fdd\u7559\u7aef\u53e3（\u5982 8099），\u6216\u7ba1\u7406\u5458\u8eab\u4efd\u8fd0\u884c<\/td>\n<\/tr>\n
    9<\/td>\nmain.py\u00a0\u4e0e\u00a0start.bat\u00a0\u7aef\u53e3\u4e0d\u4e00\u81f4<\/td>\n\u4e24\u5904\u914d\u7f6e\u4e86\u4e0d\u540c\u7aef\u53e3<\/td>\n\u7edf\u4e00\u7aef\u53e3，\u6216\u660e\u786e\u533a\u5206\u4e0d\u540c\u542f\u52a8\u65b9\u5f0f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    2.4 \u9644<\/h4>\n

    1.\u5e26 Cloudflare \u96a7\u9053（\u89e3\u51b3 HTTPS）<\/p>\n

    langgraph dev –tunnel –port 8123 <\/p>\n

    2.TTPS \u672c\u5730\u542f\u52a8（\u81ea\u7b7e\u540d\u8bc1\u4e66）<\/p>\n

    langgraph dev –ssl-keyfile key.pem –ssl-certfile cert.pem –port 8123 <\/p>\n

    3.\u666e\u901a\u672c\u5730\u542f\u52a8<\/p>\n

    langgraph dev –port 8123 <\/p>\n","protected":false},"excerpt":{"rendered":"

    \u4e00.\u9879\u76ee
    \n1.1 \u9700\u6c42
    \n\u89d2\u8272\u75db\u70b9\u6838\u5fc3\u8bc9\u6c42\u5bb6\u5ead\u70f9\u996a\u65b0\u624b\u9762\u5bf9\u51b0\u7bb1\u91cc\u7684\u98df\u6750\u4e0d\u77e5\u9053\u505a\u4ec0\u4e48\u8f93\u5165\u98df\u6750 \u2192 \u83b7\u5f97\u53ef\u884c\u83dc\u8c31\u65e5\u5e38\u4e70\u83dc\u65cf\u4e70\u5b8c\u83dc\u540e\u51b3\u7b56\u75b2\u52b3\u62cd\u7167\u5373\u51fa\u63a8\u8350，\u7701\u53bb\u641c\u7d22\u6b65\u9aa4\u5065\u5eb7\u996e\u98df\u5173\u6ce8\u8005\u5e0c\u671b\u517c\u987e\u8425\u517b\u4e0e\u7b80\u6613\u5ea6\u6309\u8425\u517b\u96be\u5ea6\u91cf\u5316\u6253\u5206，\u79d1\u5b66\u6392\u5e8f
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