{"id":2112,"date":"2026-08-13T12:16:44","date_gmt":"2026-08-13T04:16:44","guid":{"rendered":"https:\/\/www.imaseo.com\/blog\/?p=2112"},"modified":"2026-06-26T11:31:43","modified_gmt":"2026-06-26T03:31:43","slug":"30-python-langchain-rag-project-upgrade","status":"publish","type":"post","link":"https:\/\/www.imaseo.com\/blog\/ai-tools\/30-python-langchain-rag-project-upgrade","title":{"rendered":"\u7206\u809d30\u9898Python\u52a0Langchain\u5f02\u6784RAG\uff0c\u5982\u4f55\u4ece\u70c2\u9879\u76ee\u5230\u5de5\u4e1a\u7ea7\u843d\u5730\uff1f"},"content":{"rendered":"

\u7206\u809d30\u9898Python+Langchain\u5f02\u6784RAG\uff0c\u5982\u4f55\u4ece\u70c2\u9879\u76ee\u5230\u5de5\u4e1a\u7ea7\u843d\u5730\uff1f<\/strong><\/p>\n

\u5f15\u8a00<\/h3>\n

\u6700\u8fd1\u5f88\u591a\u5c0f\u4f19\u4f34\u7684RAG\u9879\u76ee\u90fd\u5361\u5728\u201c\u70c2\u5c3e\u201d\u9636\u6bb5\uff1a\u4ee3\u7801\u80fd\u8dd1\u4f46\u9762\u8bd5\u5b98\u4e00\u95ee\u5c31\u66b4\u9732\u95ee\u9898\uff0c\u7b80\u5386\u4e0a\u770b\u4e0d\u5230\u4eae\u70b9\uff0c\u4ea7\u54c1\u4e5f\u4e0a\u4e0d\u4e86\u7ebf\u3002
\n\u4eca\u5929\u6211\u628a\u4e00\u4e2a\u5178\u578b\u5b66\u5458\u7684\u70c2\u9879\u76ee\u62c6\u89e3\uff0c\u7ed3\u5408LangChain\u6700\u65b0\u5b9e\u8df5\uff0c\u5e26\u4f60\u4ece0\u5230\u5de5\u4e1a\u7ea7\u843d\u5730\uff0c\u9644\u4e0a30\u90532026\u5927\u5382\u9ad8\u9891\u5f02\u6784RAG\u9762\u8bd5\u9898\uff08\u542b\u7cbe\u7b80\u7b54\u6848\uff09\u3002
\n\u79c1\u4fe1\u56de\u590d\u300cRAG\u300d\u514d\u8d39\u9886\u5b8c\u6574\u7248\u6e90\u7801+30\u9898PDF\uff0c\u65b0\u624b\u4e5f\u80fd\u76f4\u63a5\u6284\u4f5c\u4e1a\uff01<\/p>\n

\u4e00\u3001\u4e3a\u4ec0\u4e48\u70c2\u9879\u76ee\u4f1a\u8ba9\u4eba\u9762\u8bd5\u6302\u6389\uff1f<\/h3>\n

\u5f88\u591a\u5c0f\u4f19\u4f34\u505a\u7684RAG\u9879\u76ee\u8868\u9762\u4e0a\u529f\u80fd\u591a\uff0c\u5176\u5b9e\u662f\u201c\u6280\u672f\u540d\u8bcd\u5806\u780c\u201d\uff1a
\n– \u53ea\u5f3a\u8c03\u201c\u591a\u6e90\u5f02\u6784\u68c0\u7d22\u201d\uff0c\u5374\u6ca1\u8bf4\u5177\u4f53\u4e1a\u52a1\u573a\u666f
\n– \u6ca1\u6709\u91cf\u5316\u6307\u6807\uff08\u51c6\u786e\u7387\u63d0\u5347\u591a\u5c11\uff1f\uff09
\n– \u5de5\u7a0b\u5316\u7f3a\u5931\uff08\u65e0\u5206\u7247\u3001\u91cd\u6392\u3001\u7f13\u5b58\u3001\u76d1\u63a7\uff09
\n– \u9762\u8bd5\u8ffd\u95ee\u201c\u5e7b\u89c9\u4f18\u5316\u201d\u201c\u52a8\u6001\u66f4\u65b0\u201d\u201c\u5206\u5e03\u5f0f\u90e8\u7f72\u201d\u76f4\u63a5\u7b54\u4e0d\u51fa\u6765 <\/p>\n

\u7ed3\u679c\uff1a\u7b80\u5386\u88ab\u5237\u6389\uff0c\u9762\u8bd53\u53e5\u8bdd\u5c31\u6302\u3002
\n\u4eca\u5929\u6211\u628a\u4e00\u4e2a\u771f\u5b9e\u70c2\u9879\u76ee\u91cd\u6784\u4e3a\u5de5\u4e1a\u7ea7\u5f02\u6784RAG\u7cfb\u7edf\uff0c\u5e2e\u4f60\u907f\u5f00\u8fd9\u4e9b\u5751\uff01<\/p>\n

\u4e8c\u3001\u4ece\u70c2\u9879\u76ee\u5230\u5de5\u4e1a\u7ea7\u5f02\u6784RAG\u7684\u5b8c\u6574\u91cd\u6784\u65b9\u6848<\/h3>\n

1. \u5b66\u5458\u539f\u59cb\u9879\u76ee\uff1a\u5178\u578b\u201c\u9762\u8bd5\u6b7b\u4ea1\u6a21\u677f\u201d<\/h4>\n
    \n
  • \u9879\u76ee\u540d<\/strong>\uff1a\u57fa\u4e8eLangchain\u7684\u591a\u6e90\u5f02\u6784\u6570\u636e\u667a\u80fd\u95ee\u7b54\u52a9\u624b <\/li>\n
  • \u6838\u5fc3\u63cf\u8ff0<\/strong>\uff1a\u96c6\u6210\u7ed3\u6784\u5316\u6570\u636e\u903b\u8f91\u63a8\u7406\u4e0e\u975e\u7ed3\u6784\u5316\u6587\u6863\u6df1\u5ea6\u7406\u89e3\uff0c\u80fd\u81ea\u4e3b\u9009\u62e9SQL\/\u5411\u91cf\/\u8054\u7f51\u68c0\u7d22\u3002 <\/li>\n
  • \u81f4\u547d\u95ee\u9898<\/strong>\uff1a <\/li>\n
  • \u65e0\u660e\u786e\u4e1a\u52a1\u573a\u666f\uff0c\u5168\u662f\u6280\u672f\u5806\u780c <\/li>\n
  • \u65e0\u91cf\u5316\u6307\u6807\uff08\u505a\u4e86\u7b49\u4e8e\u6ca1\u505a\uff09 <\/li>\n
  • \u65e0\u5de5\u7a0b\u5316\u7ec6\u8282\uff0c\u770b\u4e0d\u51fa\u843d\u5730\u80fd\u529b <\/li>\n
  • \u9762\u8bd5\u8ffd\u95ee\u201c\u5206\u7247\/\u91cd\u6392\/\u5e7b\u89c9\u4f18\u5316\u201d\u5168\u7b54\u4e0d\u4e0a <\/li>\n<\/ul>\n

    2. \u91cd\u6784\u540e\u9879\u76ee\uff1a\u5de5\u4e1a\u7ea7\u5f02\u6784RAG\u7cfb\u7edf\uff08\u7b80\u5386\u76f4\u63a5\u7528\uff09<\/h4>\n
      \n
    • \u9879\u76ee\u540d<\/strong>\uff1aLangchain+SQL\u5f02\u6784\u6570\u636eRAG\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\uff5cAgent\u52a8\u6001\u77e5\u8bc6\u5e93 <\/li>\n
    • \u6280\u672f\u6808<\/strong>\uff1aPython 3.11 + Langchain + FastAPI + Milvus + MySQL + Redis + ReAct + \u9012\u5f52\u5206\u7247 + \u4f59\u5f26\u91cd\u6392 + \u722c\u866b\u52a8\u6001\u8865\u5168 <\/li>\n
    • \u6838\u5fc3\u529f\u80fd<\/strong>\uff1a <\/li>\n
    • \u5f02\u6784\u6570\u636e\u878d\u5408\u68c0\u7d22\uff1a\u7ed3\u6784\u5316SQL\uff08\u4e1a\u52a1\u6307\u6807\uff09+ \u975e\u7ed3\u6784\u5316RAG\uff08\u6587\u6863\u80cc\u666f\uff09\u53cc\u8def\u5e76\u884c <\/li>\n
    • RAG\u5168\u94fe\u8def\u5de5\u7a0b\u5316\uff1a\u9012\u5f52\u5b57\u7b26\u5206\u7247 + Milvus\u5411\u91cf\u5e93\uff0c\u68c0\u7d22\u54cd\u5e94\u964d\u81f3\u6beb\u79d2\u7ea7 <\/li>\n
    • \u5e7b\u89c9\u6df1\u5ea6\u4f18\u5316\uff1a\u4f59\u5f26\u76f8\u4f3c\u5ea6\u91cd\u6392 + \u63d0\u793a\u8bcd\u7ea6\u675f\uff0c\u5e7b\u89c9\u7387\u964d\u81f35%\u4ee5\u5185 <\/li>\n
    • \n

      \u52a8\u6001\u77e5\u8bc6\u5e93\uff1aReAct Agent + \u722c\u866b\uff0c\u81ea\u52a8\u8865\u5168\u5b9e\u65f6\u6570\u636e\uff0c\u65f6\u6548\u6027\u63d0\u534780% <\/p>\n<\/li>\n

    • \n

      \u91cf\u5316\u4e1a\u7ee9<\/strong>\uff08\u9762\u8bd5\u76f4\u63a5\u5439\uff09\uff1a <\/p>\n<\/li>\n

    • \u5f02\u6784\u95ee\u7b54\u51c6\u786e\u7387\u4ece42% \u2192 92%\uff0c\u63d0\u534750% <\/li>\n
    • \u5411\u91cf\u68c0\u7d22\u54cd\u5e94\u4ece\u79d2\u7ea7 \u2192 300ms\u5185\uff0c\u6548\u7387\u63d0\u534760% <\/li>\n
    • \u52a8\u6001\u77e5\u8bc6\u5e93\u66f4\u65b0\u6210\u529f\u738796%\uff0c\u8986\u76d6\u5168\u884c\u4e1a\u6587\u6863 <\/li>\n<\/ul>\n

      3. \u5feb\u901f\u843d\u5730\uff1a\u57fa\u4e8e\u5f00\u6e90\u9879\u76ee\u8fed\u4ee3\uff08\u65b0\u624b3\u5929\u5c31\u80fd\u505a\u51fa\uff09<\/h4>\n

      \u76f4\u63a5\u7528\u9ad8\u9002\u914d\u5f00\u6e90\u9879\u76eebragai\/bRAG-langchain\uff0c\u7ed3\u5408AI\u7f16\u7a0b\uff08vibe coding\uff09\u8fed\u4ee3\uff1a
      \n– \u65b0\u589eSQL\u68c0\u7d22\u6a21\u5757\uff0c\u5bf9\u63a5MySQL
      \n– \u96c6\u6210Milvus\u5411\u91cf\u5e93\uff0c\u66ff\u6362\u9ed8\u8ba4\u5e93
      \n– \u5b9e\u73b0\u9012\u5f52\u5b57\u7b26\u5206\u7247\uff0c\u4f18\u5316\u8bed\u4e49\u5b8c\u6574\u6027
      \n– \u52a0\u5165\u4f59\u5f26\u76f8\u4f3c\u5ea6\u91cd\u6392\uff0c\u8fc7\u6ee4\u65e0\u6548\u7ed3\u679c
      \n– \u5f00\u53d1ReAct\u722c\u866bAgent\uff0c\u52a8\u6001\u8865\u5168\u77e5\u8bc6\u5e93
      \n– \u57fa\u4e8eFastAPI\u5c01\u88c5\u63a5\u53e3\uff0c\u652f\u6301\u9ad8\u5e76\u53d1\u8bf7\u6c42 <\/p>\n

      \u5168\u7a0b\u7528AI\u7f16\u7a0b\u8e29\u5751\u3001\u8c03\u8bd5\u3001\u8fed\u4ee3\uff0c\u65b0\u624b\u4e5f\u80fd\u5feb\u901f\u505a\u51fa\u80fd\u5199\u8fdb\u7b80\u5386\u7684RAG\u9879\u76ee\uff01<\/p>\n

      \u4e09\u3001Python+Langchain\u5f02\u6784RAG\u6838\u5fc3\u6280\u672f\u89e3\u6790<\/h3>\n

      1. \u4e3a\u4ec0\u4e48Python\u662fRAG\/Agent\u7684\u738b\u8005\uff1f<\/h4>\n

      Python\u4e3b\u5bfcLangChain\u751f\u6001\uff0c\u5360\u6bd455%-70%\u3002
      \n– \u7528\u4e8eRAG Pipeline\u3001Embedding\u3001\u5411\u91cf\u6570\u636e\u5e93\u3001\u6587\u6863\u89e3\u6790\u3001LLM\u8c03\u7528
      \n– TypeScript\/JavaScript\u5728SaaS\u5316\u3001\u53ef\u89c6\u5316\u7f16\u6392\u573a\u666f\u589e\u957f\u660e\u663e\uff0820%-35%\uff09
      \n– Java\u5728\u4f01\u4e1a\u77e5\u8bc6\u5e93\u3001Spring AI\u96c6\u6210\u4e2d\u6709\u4e00\u5b9a\u5360\u6bd4\uff083%-8%\uff09 <\/p>\n

      2. Langchain\u5b9e\u73b0\u5f02\u6784RAG\u76844\u5927\u6838\u5fc3\u6a21\u5757<\/h4>\n
        \n
      • Document Loader<\/strong>\uff1a\u7edf\u4e00\u8f7d\u5165PDF\u3001Word\u3001HTML\u3001Notion\u3001Confluence\u7b49 <\/li>\n
      • Text Splitter<\/strong>\uff1a\u9012\u5f52\u5b57\u7b26\u5206\u7247\uff08\u63a8\u8350\uff09\uff0c\u907f\u514d\u8bed\u4e49\u622a\u65ad <\/li>\n
      • Embedding + Vector Store<\/strong>\uff1aMilvus\u3001Chroma\u3001FAISS\u3001Pinecone\u7b49\uff0c\u652f\u6301\u4ebf\u7ea7\u5411\u91cf\u6beb\u79d2\u68c0\u7d22 <\/li>\n
      • Retriever + Chain<\/strong>\uff1a\u7528LCEL\u7ba1\u9053\u7ec4\u5408\uff0c\u81ea\u52a8\u91cd\u6392\u3001\u7f13\u5b58\u3001\u8def\u7531 <\/li>\n<\/ul>\n

        3. \u5f02\u6784\u6570\u636e\u878d\u5408\uff1aSQL + \u5411\u91cf\u53cc\u8def\u68c0\u7d22<\/h4>\n

        \u7528RouterChain\u8def\u7531\uff1a
        \n– SQLDatabaseChain\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e
        \n– RetrievalQA\u5904\u7406\u5411\u91cf\u68c0\u7d22
        \n– \u7ed3\u679c\u62fc\u63a5\u53bb\u91cd\uff0c\u7edf\u4e00\u8f93\u51fa <\/p>\n

        4. \u5e7b\u89c9\u4f18\u5316\uff1aRAG\u5168\u94fe\u8def\u5de5\u7a0b\u5316<\/h4>\n
          \n
        • \u9012\u5f52\u5206\u7247 + Milvus\u7d22\u5f15 + Redis\u7f13\u5b58 + \u9650\u5236\u53ec\u56de\u6570\u91cf <\/li>\n
        • \u4f59\u5f26\u76f8\u4f3c\u5ea6\u91cd\u6392\uff0c\u53ea\u7559\u9ad8\u76f8\u5173\u4e0a\u4e0b\u6587 <\/li>\n
        • \u63d0\u793a\u8bcd\u7ea6\u675f + \u591a\u67e5\u8be2\u91cd\u5199 <\/li>\n<\/ul>\n

          5. \u52a8\u6001\u77e5\u8bc6\u5e93\uff1aReAct Agent + \u722c\u866b<\/h4>\n

          Thought-Action-Observation\u5faa\u73af\uff0c\u5de5\u5177\u5c01\u88c5\u722c\u866b\uff0c\u65e0\u4fe1\u606f\u65f6\u81ea\u52a8\u722c\u53d6\uff0c\u5206\u7247\u5165\u5e93\u3002
          \n\u7b5b\u9009\u6743\u5a01\u7ad9\u70b9 + \u591a\u5c42\u6e05\u6d17 + \u589e\u91cf\u66f4\u65b0 + \u5f02\u5e38\u91cd\u8bd5\uff0c\u4fdd\u8bc1\u6570\u636e\u53ef\u9760\u3002<\/p>\n

          \u56db\u300130\u9053Langchain\u5f02\u6784RAG\u5927\u5382\u9762\u8bd5\u9898\uff08\u7cbe\u9009\u9ad8\u9891\u786c\u6838\uff09<\/h3>\n

          \u4e0b\u9762\u662f2026\u6700\u65b0\u9ad8\u9891\u9898\uff0c\u9644\u7cbe\u7b80\u7b54\u6848\uff08\u5269\u4f5920\u9898\u5b8c\u6574\u7248\u79c1\u4fe1\u300cRAG\u300d\u9886\uff09\uff1a<\/p>\n

            \n
          1. \n

            \u4e3a\u4ec0\u4e48\u505aSQL+\u975e\u7ed3\u6784\u5316\u5f02\u6784RAG\uff1f
            \n\u7b54\u6848<\/strong>\uff1a\u4f01\u4e1a\u6570\u636e\u5206\u7ed3\u6784\u5316+\u975e\u7ed3\u6784\u5316\uff0c\u5355\u4e00\u68c0\u7d22\u4e0d\u51c6\uff1b\u878d\u5408\u540e\u51c6\u786e\u7387\u63d0\u534750%\u3002<\/p>\n<\/li>\n

          2. \n

            Langchain\u5b9e\u73b0SQL+\u5411\u91cf\u53cc\u8def\u68c0\u7d22\u6838\u5fc3\u903b\u8f91\uff1f
            \n\u7b54\u6848<\/strong>\uff1a\u7528RouterChain\u8def\u7531\uff0cSQLDatabaseChain\u5904\u7406\u7ed3\u6784\u5316\uff0cRetrievalQA\u5904\u7406\u5411\u91cf\uff0c\u7ed3\u679c\u62fc\u63a5\u53bb\u91cd\u3002<\/p>\n<\/li>\n

          3. \n

            \u9012\u5f52\u5b57\u7b26\u5206\u7247\u6bd4\u56fa\u5b9a\u5206\u7247\u4f18\u52bf\uff1f
            \n\u7b54\u6848<\/strong>\uff1a\u6309\u8bed\u4e49\u8fb9\u754c\u62c6\u5206\uff0c\u907f\u514d\u8bed\u4e49\u622a\u65ad\uff1b\u5411\u91cf\u8868\u5f81\u66f4\u51c6\uff0c\u53ec\u56de\u7cbe\u5ea6\u66f4\u9ad8\u3002<\/p>\n<\/li>\n

          4. \n

            \u4e3a\u4ec0\u4e48\u9009Milvus\u505a\u5411\u91cf\u5e93\uff1f
            \n\u7b54\u6848<\/strong>\uff1a\u652f\u6301\u4ebf\u7ea7\u5411\u91cf\u6beb\u79d2\u68c0\u7d22\u3001\u6df7\u5408\u68c0\u7d22\uff0cLangchain\u539f\u751f\u96c6\u6210\uff0c\u9002\u914d\u52a8\u6001\u66f4\u65b0\u3002<\/p>\n<\/li>\n

          5. \n

            RAG\u68c0\u7d22\u4ece\u79d2\u7ea7\u4f18\u5316\u5230\u6beb\u79d2\u7ea7\u7684\u5173\u952e\uff1f
            \n\u7b54\u6848<\/strong>\uff1a\u9012\u5f52\u5206\u7247+Milvus\u7d22\u5f15\u4f18\u5316+Redis\u7f13\u5b58+\u9650\u5236\u53ec\u56de\u6570\u91cf\uff0c\u56db\u91cd\u4f18\u5316\u3002<\/p>\n<\/li>\n

          6. \n

            \u4f59\u5f26\u76f8\u4f3c\u5ea6\u91cd\u6392\u600e\u4e48\u89e3\u51b3\u5e7b\u89c9\uff1f
            \n\u7b54\u6848<\/strong>\uff1a\u8fc7\u6ee4\u4f4e\u76f8\u5173\u7247\u6bb5\uff0c\u53ea\u7559\u9ad8\u76f8\u5173\u4e0a\u4e0b\u6587\uff0c\u51cf\u5c11\u6a21\u578b\u7f16\u9020\u7a7a\u95f4\uff0c\u5e7b\u89c9\u7387\u964d\u81f35%\u3002<\/p>\n<\/li>\n

          7. \n

            ReAct Agent\u52a8\u6001\u77e5\u8bc6\u5e93\u600e\u4e48\u843d\u5730\uff1f
            \n\u7b54\u6848<\/strong>\uff1aThought-Action-Observation\u5faa\u73af\uff0c\u5de5\u5177\u5c01\u88c5\u722c\u866b\uff0c\u65e0\u4fe1\u606f\u65f6\u81ea\u52a8\u722c\u53d6\u3002<\/p>\n<\/li>\n

          8. \n

            \u722c\u866b\u8865\u5168\u77e5\u8bc6\u5e93\u600e\u4e48\u4fdd\u8bc1\u6570\u636e\u8d28\u91cf\uff1f
            \n\u7b54\u6848<\/strong>\uff1a\u7b5b\u9009\u6743\u5a01\u7ad9\u70b9+\u591a\u5c42\u6e05\u6d17+\u589e\u91cf\u66f4\u65b0+\u5f02\u5e38\u91cd\u8bd5\u3002<\/p>\n<\/li>\n

          9. \n

            \u600e\u4e48\u91cf\u5316\u5f02\u6784RAG\u51c6\u786e\u7387\uff1f
            \n\u7b54\u6848<\/strong>\uff1a200\u6761\u6d4b\u8bd5\u96c6\uff0c\u57fa\u7ebf42%\uff0c\u4f18\u5316\u540e92\uff0c\u76f8\u5bf9\u63d0\u534750%\u3002<\/p>\n<\/li>\n

          10. \n

            FastAPI\u600e\u4e48\u63d0\u5347RAG\u5e76\u53d1\uff1f
            \n\u7b54\u6848<\/strong>\uff1a\u5f02\u6b65\u63a5\u53e3+\u8fde\u63a5\u6c60+\u4efb\u52a1\u961f\u5217\uff0c\u652f\u6301500+\u5e76\u53d1\u8bf7\u6c42\u3002<\/p>\n<\/li>\n<\/ol>\n

            \uff08\u7b2c11-30\u9898\u6db5\u76d6\u5206\u5e03\u5f0f\u90e8\u7f72\u3001\u5185\u5b58\u4f18\u5316\u3001\u5927\u6a21\u578b\u8c03\u7528\u3001\u76d1\u63a7\u544a\u8b66\u3001LangGraph Agent\u7f16\u6392\u3001\u591a\u5411\u91cf\u68c0\u7d22\u3001GraphRAG\u3001LCEL\u7ba1\u9053\u3001Memory\u7cfb\u7edf\u3001Tool\u8c03\u7528\u9677\u9631\u3001\u9519\u8bef\u5904\u7406\u3001\u91cd\u6392\u7b56\u7565\u3001Chunk\u5927\u5c0f\u4f18\u5316\u3001\u6301\u4e45\u5316\u65b9\u6848\u3001\u76d1\u63a7Trace\u3001\u6210\u672c\u63a7\u5236\u3001\u5e7b\u89c9\u68c0\u6d4b\u3001\u52a8\u6001\u66f4\u65b0\u7b56\u7565\u7b49\uff0c\u5b8c\u6574\u7248\u79c1\u4fe1\u300cRAG\u300d\u514d\u8d39\u9886\uff01\uff09<\/p>\n

            \u4e94\u3001\u4e3a\u4ec0\u4e48\u627e\u6211\u505aPython+AI\u9879\u76ee\u8f85\u5bfc\uff1f<\/h3>\n
              \n
            1. 1000+\u4e0a\u5cb8\u6848\u4f8b<\/strong>\uff1a\u4e24\u5e74\u5e26\u5b66\u5458\u62ff1000+ AI offer\uff0c\u61c2\u9762\u8bd5\u5b98\u8981\u4ec0\u4e48 <\/li>\n
            2. \u5de5\u4e1a\u7ea7\u6807\u51c6<\/strong>\uff1a\u4e0d\u6559demo\uff0c\u53ea\u6559\u80fd\u5199\u8fdb\u7b80\u5386\u3001\u80fd\u901a\u5173\u9762\u8bd5\u7684\u5de5\u7a0b\u5316\u9879\u76ee <\/li>\n
            3. AI\u7f16\u7a0b\u5b9e\u6218<\/strong>\uff1a\u624b\u628a\u624b\u6559\u4f60\u7528vibe coding\u8fed\u4ee3\u5f00\u6e90\u9879\u76ee\uff0c\u65b0\u624b\u4e5f\u80fd\u5feb\u901f\u843d\u5730 <\/li>\n
            4. \u4e00\u5bf9\u4e00\u8f85\u5bfc<\/strong>\uff1a\u7b80\u5386\u4f18\u5316\u3001\u9879\u76ee\u5305\u88c5\u3001\u9762\u8bd5\u6a21\u62df\u300130\u9898\u9010\u9898\u62c6\u89e3 <\/li>\n
            5. \u514d\u8d39\u8d44\u6599<\/strong>\uff1a\u9001AI\u9762\u8bd5\u9898\u5e93\u3001\u7b80\u5386\u6a21\u677f\u3001\u9879\u76ee\u6e90\u7801<\/li>\n<\/ol>\n

              \u516d\u3001\u7ed3\u5c3e\u798f\u5229<\/h3>\n
                \n
              1. \u5b8c\u6574\u724830\u9053\u5f02\u6784RAG\u9762\u8bd5\u9898+\u7b54\u6848\uff0c\u79c1\u4fe1\u56de\u590d\u300cRAG\u300d\u514d\u8d39\u9886<\/strong> <\/li>\n
              2. \u60f3\u505aPython+AI\u9879\u76ee\u3001\u4f18\u5316\u7b80\u5386\u3001\u5907\u6218\u9762\u8bd5\uff0c\u52a0\u6211\u5fae\u4fe1\uff1awangzhongyang1993\uff0c\u514d\u8d39\u4e00\u5bf9\u4e00\u54a8\u8be2<\/strong> <\/li>\n
              3. \u5173\u6ce8\u6211\uff0c\u6301\u7eed\u5206\u4eabPython+AI\u5c31\u4e1a\u5e72\u8d27\u3001\u9879\u76ee\u5b9e\u6218\u3001\u9762\u8bd5\u6280\u5de7\uff01<\/li>\n<\/ol>\n

                Python Langchain RAG AI\u5e94\u7528\u5f00\u53d1 \u7a0b\u5e8f\u5458\u6c42\u804c \u9762\u8bd5\u771f\u9898 \u9879\u76ee\u5b9e\u6218<\/h1>\n","protected":false},"excerpt":{"rendered":"

                \u7206\u809d30\u9898Python+Langchain\u5f02\u6784RAG\uff0c\u5982\u4f55\u4ece\u70c2\u9879\u76ee\u5230\u5de5\u4e1a\u7ea7\u843d\u5730\uff1f \u5f15\u8a00 \u6700\u8fd1\u5f88\u591a\u5c0f\u4f19\u4f34\u7684RAG\u9879\u76ee\u90fd\u5361\u5728\u2026<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-2112","post","type-post","status-publish","format-standard","hentry","category-ai-tools"],"_links":{"self":[{"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/posts\/2112","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/comments?post=2112"}],"version-history":[{"count":1,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/posts\/2112\/revisions"}],"predecessor-version":[{"id":2113,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/posts\/2112\/revisions\/2113"}],"wp:attachment":[{"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/media?parent=2112"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/categories?post=2112"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.imaseo.com\/blog\/wp-json\/wp\/v2\/tags?post=2112"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}