{"id":16868,"date":"2025-09-17T12:46:53","date_gmt":"2025-09-17T09:16:53","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=16868"},"modified":"2025-09-17T12:46:53","modified_gmt":"2025-09-17T09:16:53","slug":"how-to-build-a-secure-llm-chatbot","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/zh\/tutorials\/how-to-build-a-secure-llm-chatbot\/","title":{"rendered":"\u5982\u4f55\u6784\u5efa\u4e00\u4e2a\u5b89\u5168\u7684LLM\u804a\u5929\u673a\u5668\u4eba\uff1f"},"content":{"rendered":"

\u4ecb\u7ecd<\/h2>\n

\u6211\u4eec\u4e00\u76f4\u4ee5\u6765\u90fd\u4f9d\u8d56\u7528\u6237\u8bb8\u53ef\uff0c\u8fd9\u662f\u6211\u4eec\u7684\u6838\u5fc3\u4e1a\u52a1\u3002\u800cLLM\uff08\u751f\u547d\u5468\u671f\u7ba1\u7406\uff09\u804a\u5929\u673a\u5668\u4eba\u5219\u4e0d\u7136\u3002\u4f46\u6700\u8fd1\uff0c\u6211\u4eec\u4e00\u76f4\u5728\u601d\u8003\u5982\u4f55\u6784\u5efa\u5b89\u5168\u7684LLM\u804a\u5929\u673a\u5668\u4eba\uff0c\u540c\u65f6\u517c\u987e\u6743\u9650\u7ba1\u7406\u3002\u672c\u6587\u4e0d\u4f1a\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u4f7f\u7528Oso Cloud\u6784\u5efaLLM\u804a\u5929\u673a\u5668\u4eba\u4ee5\u53ca\u5982\u4f55\u7b5b\u9009\u5217\u8868\uff0c\u800c\u662f\u4f5c\u4e3a\u4e00\u7bc7LLM\u804a\u5929\u673a\u5668\u4eba\u7684\u5165\u95e8\u4ecb\u7ecd\uff0c\u9610\u8ff0\u5176\u5de5\u4f5c\u539f\u7406\u548c\u6784\u5efa\u6700\u4f73\u5b9e\u8df5\u3002.<\/p>\n

\u4ec0\u4e48\u662fLLM\u804a\u5929\u673a\u5668\u4eba\uff1f<\/h2>\n

\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u662f\u4e00\u79cd\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u5b83\u5229\u7528\u5927\u91cf\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u901a\u8fc7\u9884\u6d4b\u6587\u672c\u4e2d\u6700\u53ef\u80fd\u7684\u8bcd\u5e8f\u6765\u7406\u89e3\u548c\u751f\u6210\u7c7b\u4f3c\u4eba\u7c7b\u7684\u8bed\u8a00\u3002\u8fd9\u4e9b\u6a21\u578b\u652f\u6301\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u5305\u62ec\u5185\u5bb9\u521b\u4f5c\u3001\u6587\u672c\u8865\u5168\u3001\u7ffb\u8bd1\u3001\u60c5\u611f\u5206\u6790\u548c\u4ee3\u7801\u751f\u6210\u3002.<\/p>\n

\u8bed\u8a00\u5b66\u4e60\u6a21\u578b\u6700\u5e38\u89c1\u7684\u7528\u9014\u4e4b\u4e00\u662f\u804a\u5929\u673a\u5668\u4eba\u2014\u2014\u4e00\u79cd\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u6a21\u62df\u4eba\u7c7b\u5bf9\u8bdd\u3002\u804a\u5929\u673a\u5668\u4eba\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5ba2\u6237\u652f\u6301\u3001\u4fe1\u606f\u68c0\u7d22\u548c\u4efb\u52a1\u81ea\u52a8\u5316\uff0c\u5e76\u901a\u8fc7\u6587\u672c\u6216\u8bed\u97f3\u4e0e\u7528\u6237\u4e92\u52a8\u3002.<\/p>\n

\u8bed\u8a00\u5b66\u4e60\u6a21\u578b\uff08LLM\uff09\u548c\u804a\u5929\u673a\u5668\u4eba\u672c\u8d28\u4e0a\u662f\u76f8\u4e92\u5173\u8054\u7684\uff0c\u56e0\u4e3aLLM\u662f\u8bb8\u591a\u73b0\u4ee3\u804a\u5929\u673a\u5668\u4eba\uff08\u4f8b\u5982ChatGPT\u3001Claude\u3001Gemini\u7b49\uff09\u7684\u5e95\u5c42\u6280\u672f\u2014\u2014\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\uff08NLU\uff09\u80fd\u529b\u3002\u5f53\u7528\u6237\u8f93\u5165\u67e5\u8be2\u65f6\uff0c\u804a\u5929\u673a\u5668\u4eba\u4f1a\u5c06\u67e5\u8be2\u53d1\u9001\u7ed9LLM\uff0cLLM\u5904\u7406\u6587\u672c\uff0c\u5229\u7528\u6ce8\u610f\u529b\u673a\u5236\u8003\u8651\u4e0a\u4e0b\u6587\uff0c\u68c0\u7d22\u76f8\u5173\u77e5\u8bc6\uff08\u53ef\u80fd\u901a\u8fc7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6216\u5916\u90e8API\u8fdb\u884c\u589e\u5f3a\uff09\uff0c\u5e76\u751f\u6210\u76f8\u5e94\u7684\u56de\u590d\u3002.<\/p>\n

\u8fd9\u79cd\u67b6\u6784\u4f7f\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u8de8\u591a\u6b21\u4ea4\u6d41\u4fdd\u7559\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u548c\u4e0a\u4e0b\u6587\u3002\u8fd9\u4f7f\u5b83\u4eec\u80fd\u591f\u7406\u89e3\u590d\u6742\u7684\u67e5\u8be2\u3001\u8bed\u8a00\u7ec6\u5fae\u5dee\u522b\uff0c\u5e76\u63d0\u4f9b\u51c6\u786e\u7684\u7b54\u6848\u6216\u6267\u884c\u4efb\u52a1\u3002.<\/p>\n

\u901a\u8fc7\u5229\u7528 LLM\uff0c\u73b0\u4ee3\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u5b9e\u73b0\u66f4\u9ad8\u7684\u6d41\u7545\u6027\u3001\u8fde\u8d2f\u6027\u548c\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\uff0c\u4f7f\u5176\u5728\u865a\u62df\u52a9\u624b\u3001\u4ea4\u4e92\u5f0f\u5ba2\u6237\u652f\u6301\u548c\u4e2a\u6027\u5316\u5185\u5bb9\u751f\u6210\u7b49\u5e94\u7528\u4e2d\u975e\u5e38\u6709\u6548\u3002.<\/p>\n

LLM\u804a\u5929\u673a\u5668\u4eba\u793a\u4f8b\uff1a<\/h3>\n
    \n
  1. ChatGPT\uff08OpenAI\uff09\uff1a\u4e00\u6b3e\u57fa\u4e8e OpenAI GPT \u67b6\u6784\u7684\u901a\u7528\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\uff0c\u4e13\u4e3a\u5404\u79cd\u6587\u672c\u4efb\u52a1\u800c\u8bbe\u8ba1\uff0c\u4f8b\u5982\u56de\u7b54\u95ee\u9898\u3001\u751f\u6210\u5185\u5bb9\u548c\u63d0\u4f9b\u4e2a\u6027\u5316\u5e2e\u52a9\u3002\u5176\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u80fd\u591f\u5904\u7406\u5e7f\u6cdb\u7684\u4e3b\u9898\u5e76\u751f\u6210\u7c7b\u4f3c\u4eba\u7c7b\u7684\u56de\u590d\uff0c\u8fd9\u5f97\u76ca\u4e8e\u5176\u57fa\u4e8e Transformer \u7684 GPT \u6a21\u578b\u80fd\u591f\u7406\u89e3\u548c\u751f\u6210\u901a\u7528\u8bed\u8a00\u3002.<\/li>\n
  2. Claude\uff08Anthropic\uff09\uff1a\u7531 Anthropic \u5f00\u53d1\u7684\u4e00\u6b3e\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\uff0c\u4e13\u6ce8\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u5408\u89c4\u6027\u548c\u5b89\u5168\u6027\uff0c\u65e8\u5728\u4f18\u5148\u8003\u8651\u4f26\u7406\u8003\u91cf\uff0c\u540c\u65f6\u63d0\u4f9b\u6709\u7528\u7684\u56de\u590d\u3002\u4e0e\u5176\u4ed6\u6a21\u578b\u4e0d\u540c\uff0cClaude \u5f3a\u8c03\u8c28\u614e\u7684\u884c\u4e3a\u548c\u5408\u89c4\u6027\uff0c\u786e\u4fdd\u5176\u56de\u590d\u7b26\u5408\u5b89\u5168\u51c6\u5219\u548c\u4f26\u7406\u6807\u51c6\u3002.<\/li>\n
  3. Google Gemini\uff08\u539f\u540d Bard\uff09\uff1a\u4e00\u6b3e\u96c6\u6210\u5230 Google \u641c\u7d22\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\uff0c\u5b83\u5229\u7528 Google \u5148\u8fdb\u7684\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u5b9e\u65f6\u4fe1\u606f\u3002\u8fd9\u6b3e\u804a\u5929\u673a\u5668\u4eba\u4e0e Google \u641c\u7d22\u7684\u6df1\u5ea6\u96c6\u6210\u4ee5\u53ca\u5728\u641c\u7d22\u73af\u5883\u4e2d\u65e0\u7f1d\u68c0\u7d22\u4fe1\u606f\u7684\u80fd\u529b\u4f7f\u5176\u8131\u9896\u800c\u51fa\u3002.<\/li>\n
  4. Meta AI\uff1a\u4e00\u6b3e\u5185\u7f6e\u4e8e Meta \u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\uff08\u4f8b\u5982 Facebook \u548c WhatsApp\uff09\u7684 AI \u804a\u5929\u673a\u5668\u4eba\u3002\u8be5\u670d\u52a1\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u4e2a\u6027\u5316\u56de\u590d\u3001\u63a8\u8350\u548c\u5e2e\u52a9\uff0c\u5e76\u6839\u636e\u793e\u4ea4\u548c\u6d88\u606f\u4f20\u9012\u73af\u5883\u91cf\u8eab\u5b9a\u5236\uff0c\u5229\u7528 Meta \u4e13\u4e3a\u8fd9\u4e9b\u5e73\u53f0\u4f18\u5316\u7684\u4e13\u6709\u8bed\u8a00\u6a21\u578b\u3002.<\/li>\n<\/ol>\n

    LLM\u804a\u5929\u673a\u5668\u4eba\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff1f<\/h2>\n

    \u8bed\u8a00\u5b66\u4e60\u6a21\u578b\uff08LLM\uff09\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u7279\u522b\u662fTransformer\u67b6\u6784\uff0c\u6765\u5904\u7406\u548c\u751f\u6210\u6587\u672c\u3002\u8fd9\u4e9b\u6a21\u578b\u5728\u5305\u62ec\u4e66\u7c4d\u3001\u7f51\u7ad9\u548c\u5176\u4ed6\u6765\u6e90\u5728\u5185\u7684\u5404\u79cd\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u800c\u5b66\u4e60\u8bed\u8a00\u4e2d\u7684\u6a21\u5f0f\u3001\u8bed\u6cd5\u3001\u4e0a\u4e0b\u6587\u5173\u7cfb\u548c\u8bed\u4e49\u7ed3\u6784\u3002\u5176\u6838\u5fc3\u529f\u80fd\u5728\u4e8e\u6ce8\u610f\u529b\u673a\u5236\uff0c\u8be5\u673a\u5236\u4f7f\u6a21\u578b\u80fd\u591f\u4e13\u6ce8\u4e8e\u8f93\u5165\u6587\u672c\u7684\u76f8\u5173\u90e8\u5206\uff0c\u5e76\u7406\u89e3\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u548c\u4e0a\u4e0b\u6587\u7ec6\u5fae\u5dee\u522b\u3002\u8fd9\u79cd\u673a\u5236\u4e0e\u5176\u4ed6\u5148\u8fdb\u6280\u672f\uff08\u4f8b\u5982\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff09\u76f8\u7ed3\u5408\uff0c\u4f7fLLM\u80fd\u591f\u901a\u8fc7\u52a8\u6001\u5173\u6ce8\u8f93\u5165\u6587\u672c\u548c\u5916\u90e8\u77e5\u8bc6\u6e90\u4e2d\u7684\u76f8\u5173\u4fe1\u606f\uff0c\u751f\u6210\u9ad8\u5ea6\u8fde\u8d2f\u4e14\u5177\u6709\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u7684\u54cd\u5e94\u3002.<\/p>\n

    \u6ce8\u610f\u529b<\/h2>\n

    \u8f6c\u6362\u5668\u7684\u6838\u5fc3\u662f\u4e00\u79cd\u540d\u4e3a\u6ce8\u610f\u529b\u673a\u5236\u7684\u673a\u5236\uff0c\u5b83\u4f7f\u6a21\u578b\u80fd\u591f\u8861\u91cf\u53e5\u5b50\u4e2d\u4e0d\u540c\u8bcd\u8bed\u5f7c\u6b64\u4e4b\u95f4\u7684\u91cd\u8981\u6027\u3002\u8fd9\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u6355\u6349\u957f\u7a0b\u4f9d\u8d56\u5173\u7cfb\uff0c\u5e76\u7406\u89e3\u8bcd\u8bed\u4e0e\u5176\u76f8\u90bb\u8bcd\u8bed\u4e4b\u5916\u7684\u4e0a\u4e0b\u6587\u3002\u6ce8\u610f\u529b\u673a\u5236\u5e76\u975e\u5355\u72ec\u5904\u7406\u8bcd\u8bed\uff0c\u800c\u662f\u5e2e\u52a9\u6a21\u578b\u7406\u89e3\u6bcf\u4e2a\u8bcd\u8bed\u5982\u4f55\u5728\u66f4\u5e7f\u6cdb\u7684\u53e5\u5b50\u7ed3\u6784\u4e2d\u4e0e\u5176\u4ed6\u8bcd\u8bed\u76f8\u4e92\u4f5c\u7528\u3002.<\/p>\n

    \u8bad\u7ec3\u4e00\u4e2a\u903b\u8f91\u5b66\u4e60\u6a21\u578b\uff08LLM\uff09\u9700\u8981\u5904\u7406\u6570\u5341\u4ebf\u4e2a\u53c2\u6570\uff08\u6743\u91cd\uff09\uff0c\u8fd9\u4e9b\u53c2\u6570\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u8fdb\u884c\u8c03\u6574\uff0c\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u9884\u6d4b\u8bef\u5dee\u3002\u8be5\u6a21\u578b\u5728\u5927\u578b\u6587\u672c\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u5b66\u4e60\u9884\u6d4b\u5e8f\u5217\u4e2d\u7684\u4e0b\u4e00\u4e2a\u8bcd\uff0c\u968f\u7740\u5904\u7406\u7684\u6570\u636e\u91cf\u589e\u52a0\uff0c\u5176\u751f\u6210\u8fde\u8d2f\u4e14\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u6587\u672c\u7684\u80fd\u529b\u4e5f\u4f1a\u4e0d\u65ad\u63d0\u9ad8\u3002.<\/p>\n

    \u5728\u751f\u6210\u6587\u672c\u65f6\uff0c\u8be5\u6a21\u578b\u4f1a\u5229\u7528\u5df2\u5b66\u4e60\u5230\u7684\u6a21\u5f0f\u6765\u9884\u6d4b\u7279\u5b9a\u77ed\u8bed\u6700\u53ef\u80fd\u7684\u540e\u7eed\u8bcd\u3002\u6bcf\u4e2a\u53ef\u80fd\u7684\u4e0b\u4e00\u4e2a\u8bcd\u90fd\u4f1a\u6839\u636e\u5176\u4e0e\u524d\u9762\u8bcd\u7684\u5173\u7cfb\u8fdb\u884c\u8bc4\u5206\uff0c\u6a21\u578b\u4f1a\u6839\u636e\u5b66\u4e60\u5230\u7684\u4e0a\u4e0b\u6587\u9009\u62e9\u6700\u6709\u53ef\u80fd\u7684\u8bcd\u3002.<\/p>\n

    \u4f8b\u5982\uff0c\u5728\u53e5\u5b50\u00ab\u732b\u5750\u5728\u2026\u2026\u00bb\u4e2d\uff0c\u6ce8\u610f\u529b\u673a\u5236\u5e2e\u52a9\u6a21\u578b\u4f18\u5148\u8003\u8651\u00ab\u57ab\u5b50\u00bb\u800c\u4e0d\u662f\u50cf\u00ab\u516c\u5171\u6c7d\u8f66\u00bb\u6216\u00ab\u7535\u8111\u00bb\u8fd9\u6837\u4e0d\u592a\u91cd\u8981\u7684\u8bcd\uff0c\u56e0\u4e3a\u5b83\u8bc6\u522b\u51fa\u00ab\u57ab\u5b50\u00bb\u4e0e\u4e0a\u4e0b\u6587\u76f8\u7b26\uff0c\u5e76\u6709\u610f\u4e49\u5730\u5b8c\u6210\u4e86\u53e5\u5b50\u3002.<\/p>\n

    \u56e0\u6b64\uff0cLLM \u901a\u8fc7\u591a\u5c42\u6ce8\u610f\u529b\u673a\u5236\u5bf9\u8f93\u5165\u8fdb\u884c\u7f16\u7801\uff0c\u901a\u8fc7\u8bad\u7ec3\u6539\u8fdb\u9884\u6d4b\uff0c\u5e76\u6839\u636e\u5df2\u5b66\u4e60\u7684\u6587\u672c\u9009\u62e9\u6700\u53ef\u80fd\u7684\u4e0b\u4e00\u4e2a\u8bcd\u6765\u751f\u6210\u54cd\u5e94\uff0c\u4ece\u800c\u5904\u7406\u6587\u672c\u3002.<\/p>\n

    \u589e\u5f3a\u578b\u53d1\u7535\u6062\u590d<\/h3>\n

    RAG\uff08\u53ef\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u662f\u4e00\u79cd\u5c06\u4fe1\u606f\u68c0\u7d22\u4e0e\u751f\u6210\u6a21\u578b\u76f8\u7ed3\u5408\u7684\u6280\u672f\u3002\u5728 RAG \u7cfb\u7edf\u4e2d\uff0c\u5f53\u6a21\u578b\u63a5\u6536\u5230\u8bf7\u6c42\u65f6\uff0c\u5b83\u9996\u5148\u4f7f\u7528\u641c\u7d22\u673a\u5236\u4ece\u5916\u90e8\u6e90\uff08\u4f8b\u5982\u6587\u6863\u6216\u6570\u636e\u5e93\uff09\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002\u7136\u540e\uff0c\u5b83\u4f7f\u7528\u751f\u6210\u6a21\u578b\uff08\u901a\u5e38\u57fa\u4e8e Transformer \u67b6\u6784\uff09\u751f\u6210\u4e00\u4e2a\u54cd\u5e94\uff0c\u8be5\u54cd\u5e94\u878d\u5408\u4e86\u539f\u59cb\u8f93\u5165\u548c\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u3002.<\/p>\n

    \u5728 RAG \u4e2d\uff1a<\/p>\n

      \n
    1. B\u53d1\u73b0\uff1a<\/strong> \u8be5\u6a21\u578b\u67e5\u8be2\u5916\u90e8\u77e5\u8bc6\u5e93\u6216\u6587\u6863\u96c6\u4ee5\u67e5\u627e\u76f8\u5173\u6587\u672c\u3002.<\/li>\n
    2. \u751f\u4ea7\uff1a<\/strong> \u7136\u540e\uff0c\u57fa\u4e8e Transformer \u7684\u6a21\u578b\uff08\u4f8b\u5982 GPT \u6216 BART\uff09\u4f1a\u6839\u636e\u539f\u59cb\u8f93\u5165\u548c\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u751f\u6210\u54cd\u5e94\u3002.<\/li>\n<\/ol>\n

      Transformer\u67b6\u6784\u4e3aRAG\u751f\u6210\u90e8\u5206\u63d0\u4f9b\u8f93\u5165\uff0c\u800cRAG\u672c\u8eab\u6307\u7684\u662f\u5229\u7528\u5916\u90e8\u68c0\u7d22\u5230\u7684\u77e5\u8bc6\u6765\u589e\u5f3a\u8f93\u51fa\u7684\u8fc7\u7a0b\u3002\u8fd9\u63d0\u9ad8\u4e86\u6a21\u578b\u751f\u6210\u66f4\u660e\u667a\u3001\u66f4\u7b26\u5408\u4e0a\u4e0b\u6587\u4e14\u66f4\u53ca\u65f6\u54cd\u5e94\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u591f\u5229\u7528\u9884\u8bad\u7ec3\u77e5\u8bc6\u4e4b\u5916\u7684\u66f4\u5e7f\u6cdb\u4fe1\u606f\u3002.<\/p>\n

      \u4f8b\u5982\uff0c\u5047\u8bbe\u7528\u6237\u5411\u4eba\u5de5\u667a\u80fd\u52a9\u624b\u8be2\u95ee\u201c\u91cf\u5b50\u8ba1\u7b97\u9886\u57df\u7684\u6700\u65b0\u8fdb\u5c55\u662f\u4ec0\u4e48\uff1f\u201d\u5982\u679c\u6ca1\u6709\u5b9e\u65f6\u4e92\u8054\u7f51\u8fde\u63a5\uff0c\u4ec5\u9760\u751f\u6210\u6a21\u578b\u53ef\u80fd\u96be\u4ee5\u63d0\u4f9b\u6700\u65b0\u7684\u7b54\u6848\u3002\u7136\u800c\uff0c\u5728 RAG \u7cfb\u7edf\u4e2d\uff0c\u6a21\u578b\u53ef\u4ee5\u9996\u5148\u641c\u7d22\u5305\u542b\u8fd1\u671f\u91cf\u5b50\u8ba1\u7b97\u7814\u7a76\u8bba\u6587\u6216\u65b0\u95fb\u6587\u7ae0\u7684\u76f8\u5173\u6570\u636e\u5e93\u3002\u7136\u540e\uff0c\u5b83\u4f1a\u751f\u6210\u4e00\u4e2a\u5305\u542b\u8fd9\u4e9b\u6765\u6e90\u6700\u65b0\u7814\u7a76\u6210\u679c\u7684\u7b54\u6848\uff0c\u4ece\u800c\u786e\u4fdd\u63d0\u4f9b\u66f4\u5168\u9762\u3001\u66f4\u51c6\u786e\u7684\u4fe1\u606f\u3002.<\/p>\n

      \u56e0\u6b64\uff0cRAG \u901a\u8fc7\u5b9e\u65f6\u5229\u7528\u5916\u90e8\u77e5\u8bc6\u589e\u5f3a\u5176\u751f\u6210\u8fc7\u7a0b\uff0c\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u591f\u66f4\u6709\u6548\u5730\u56de\u7b54\u5177\u4f53\u6216\u52a8\u6001\u7684\u95ee\u9898\u3002.<\/p>\n

      LLM\u804a\u5929\u673a\u5668\u4eba\u662f\u5982\u4f55\u5b66\u4e60\u7684\uff1f<\/h2>\n

      \u65e0\u76d1\u7763\u5b66\u4e60<\/h3>\n

      \u903b\u8f91\u5b66\u4e60\u6a21\u578b\uff08LLM\uff09\u901a\u8fc7\u65e0\u76d1\u7763\u5b66\u4e60\u8fdb\u884c\u5b66\u4e60\uff0c\u5373\u5229\u7528\u5927\u91cf\u6587\u672c\u6570\u636e\u8bad\u7ec3\u6a21\u578b\u6765\u9884\u6d4b\u5e8f\u5217\u4e2d\u7684\u4e0b\u4e00\u4e2a\u8bcd\u3002\u8be5\u8bad\u7ec3\u8fc7\u7a0b\u6d89\u53ca\u5411\u6a21\u578b\u8f93\u5165\u5927\u578b\u7684\u3001\u672a\u6807\u6ce8\u7684\u6570\u636e\u96c6\u3002\u7531\u4e8e\u6ca1\u6709\u663e\u5f0f\u7684\u4eba\u5de5\u6807\u6ce8\uff0c\u6a21\u578b\u4ec5\u901a\u8fc7\u8bc6\u522b\u6587\u672c\u4e2d\u7684\u6a21\u5f0f\u548c\u7ed3\u6784\u6765\u5b66\u4e60\u6a21\u5f0f\u3001\u8bed\u6cd5\u3001\u4e0a\u4e0b\u6587\u4ee5\u53ca\u8bcd\u4e0e\u8bcd\u4e4b\u95f4\u7684\u5173\u7cfb\u3002.<\/p>\n

      \u5b66\u4e60\u8fc7\u7a0b\u7684\u6838\u5fc3\u662f\u68af\u5ea6\u4e0b\u964d\uff0c\u8fd9\u662f\u4e00\u79cd\u4f18\u5316\u7b97\u6cd5\uff0c\u5b83\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff08\u6743\u91cd\uff09\uff0c\u4ee5\u6700\u5c0f\u5316\u9884\u6d4b\u8bef\u5dee\u3002\u6a21\u578b\u4ece\u968f\u673a\u6743\u91cd\u5f00\u59cb\uff0c\u5728\u5904\u7406\u6bcf\u4e2a\u6587\u672c\u8f93\u5165\u65f6\uff0c\u6839\u636e\u6587\u672c\u5185\u5bb9\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5355\u8bcd\u3002\u5f53\u9884\u6d4b\u9519\u8bef\u65f6\uff0c\u6a21\u578b\u4f1a\u66f4\u65b0\u5176\u6743\u91cd\u4ee5\u51cf\u5c11\u672a\u6765\u7684\u8bef\u5dee\u3002\u8fd9\u79cd\u8fed\u4ee3\u8fc7\u7a0b\u4f1a\u5728\u5e9e\u5927\u7684\u6570\u636e\u96c6\u4e0a\u91cd\u590d\u6570\u5341\u4ebf\u6b21\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u80fd\u591f\u751f\u6210\u4e00\u81f4\u4e14\u7b26\u5408\u6587\u672c\u89c4\u8303\u7684\u6587\u672c\u3002.<\/p>\n

      \u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u4f1a\u5b66\u4e60\uff1a<\/p>\n

        \n
      1. N\u5982\u4f55\uff1a<\/strong> \u8bed\u8a00\u7ed3\u6784\u7684\u89c4\u5219\u3002.<\/li>\n
      2. \u8bed\u4e49\u5b66\uff1a<\/strong> \u8bcd\u8bed\u548c\u77ed\u8bed\u4e2d\u9690\u85cf\u7684\u542b\u4e49\u3002.<\/li>\n
      3. \u8bed\u5883\uff1a<\/strong> \u8bcd\u8bed\u5728\u4e0d\u540c\u60c5\u5883\u4e0b\u7684\u76f8\u4e92\u4f5c\u7528\u65b9\u5f0f\uff0c\u4f7f\u5f97\u8be5\u6a21\u578b\u80fd\u591f\u5904\u7406\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u548c\u7ec6\u5fae\u5dee\u522b\u3002.<\/li>\n<\/ol>\n

        \u65e0\u76d1\u7763\u5b66\u4e60\u7684\u4e00\u4e2a\u5b9e\u9645\u5e94\u7528\u662f\u5e02\u573a\u8425\u9500\u4e2d\u7684\u5ba2\u6237\u7ec6\u5206\u3002\u5047\u8bbe\u4e00\u5bb6\u516c\u53f8\u62e5\u6709\u5e9e\u5927\u7684\u5ba2\u6237\u884c\u4e3a\u6570\u636e\u96c6\uff0c\u4f46\u6ca1\u6709\u9884\u5148\u5b9a\u4e49\u7684\u7c7b\u522b\uff0c\u4f8b\u5982\u00ab\u9ad8\u4ef7\u503c\u5ba2\u6237\u00bb\u6216\u00ab\u7ecf\u5e38\u8d2d\u4e70\u8005\u00bb\u3002\u5229\u7528k\u5747\u503c\u805a\u7c7b\u8fd9\u79cd\u65e0\u76d1\u7763\u7b97\u6cd5\uff0c\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u5ba2\u6237\u7684\u8d2d\u4e70\u884c\u4e3a\uff08\u4f8b\u5982\uff0c\u9ad8\u6d88\u8d39\u5ba2\u6237\u3001\u5076\u5c14\u8d2d\u4e70\u5ba2\u6237\uff09\u81ea\u52a8\u5bf9\u5ba2\u6237\u8fdb\u884c\u5206\u7ec4\u3002\u8fd9\u4e9b\u7ec6\u5206\u53ef\u4ee5\u4f5c\u4e3a\u5236\u5b9a\u66f4\u6709\u9488\u5bf9\u6027\u7684\u8425\u9500\u7b56\u7565\u7684\u57fa\u7840\u3002.<\/p>\n

        \u5728\u76d1\u7763\u4e0b\u8fdb\u884c\u5fae\u8c03<\/h3>\n

        \u867d\u7136\u903b\u8f91\u5b66\u4e60\u6a21\u578b\uff08LLM\uff09\u6700\u521d\u4f7f\u7528\u65e0\u76d1\u7763\u5b66\u4e60\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u901a\u5e38\u4f1a\u4f7f\u7528\u76d1\u7763\u5b66\u4e60\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u63d0\u9ad8\u5176\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002\u5728\u8fd9\u4e00\u6b65\u9aa4\u4e2d\uff0c\u6a21\u578b\u4f1a\u5728\u4e00\u4e2a\u8f83\u5c0f\u7684\u3001\u5e26\u6709\u6807\u7b7e\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u8be5\u6570\u636e\u96c6\u80fd\u591f\u63d0\u4f9b\u6b63\u786e\u7684\u8f93\u51fa\uff08\u4f8b\u5982\uff0c\u5206\u7c7b\u6807\u7b7e\u6216\u95ee\u9898\u7684\u7b54\u6848\uff09\u3002\u8fd9\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u66f4\u591a\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u6a21\u5f0f\uff0c\u5e76\u63d0\u9ad8\u5176\u5728\u7279\u5b9a\u5e94\u7528\uff08\u4f8b\u5982\u7ffb\u8bd1\u6216\u95ee\u7b54\uff09\u4e2d\u7684\u51c6\u786e\u7387\u3002.<\/p>\n

        \u4f8b\u5982\uff0c\u5728\u8fdb\u884c\u65e0\u76d1\u7763\u5ba2\u6237\u7ec6\u5206\u540e\uff0c\u4e00\u5bb6\u7535\u5546\u516c\u53f8\u53ef\u80fd\u5e0c\u671b\u5c06\u5ba2\u6237\u8bc4\u8bba\u5206\u7c7b\u4e3a\u6b63\u9762\u3001\u8d1f\u9762\u6216\u4e2d\u6027\uff0c\u4ee5\u4f18\u5316\u7535\u5b50\u90ae\u4ef6\u8425\u9500\u6d3b\u52a8\u3002\u8be5\u516c\u53f8\u53ef\u4ee5\u4f7f\u7528\u5e26\u6709\u60c5\u611f\u6807\u7b7e\u7684\u5ba2\u6237\u8bc4\u8bba\u6570\u636e\u96c6\u6765\u5fae\u8c03\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u79cd\u5fae\u8c03\u4f7f\u6a21\u578b\u80fd\u591f\u66f4\u4e13\u6ce8\u4e8e\u7406\u89e3\u60c5\u611f\uff0c\u5e76\u63d0\u9ad8\u5176\u5bf9\u672a\u6765\u4e0e\u8be5\u516c\u53f8\u4ea7\u54c1\u76f8\u5173\u7684\u8bc4\u8bba\u8fdb\u884c\u5206\u7c7b\u7684\u80fd\u529b\u3002.<\/p>\n

        \u5b66\u4e60\u8fc1\u79fb<\/h3>\n

        \u903b\u8f91\u5b66\u4e60\u6a21\u578b\uff08LLM\uff09\u4e5f\u91c7\u7528\u8fc1\u79fb\u5b66\u4e60\uff0c\u5373\u5c06\u4ece\u4e00\u4e2a\u4efb\u52a1\u4e2d\u83b7\u5f97\u7684\u77e5\u8bc6\u5e94\u7528\u4e8e\u5176\u4ed6\u4efb\u52a1\uff0c\u5373\u4f7f\u8fd9\u4e9b\u4efb\u52a1\u901a\u5e38\u4e0d\u76f8\u5173\u3002\u8fd9\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5728\u4e0d\u540c\u7684\u573a\u666f\u4e0b\u6709\u6548\u8fd0\u884c\uff0c\u800c\u65e0\u9700\u9488\u5bf9\u6bcf\u4e2a\u7279\u5b9a\u4efb\u52a1\u8fdb\u884c\u663e\u5f0f\u8bad\u7ec3\u3002.<\/p>\n

        \u4ee5\u60c5\u611f\u5206\u6790\u4e3a\u4f8b\uff0c\u5047\u8bbe\u4e00\u5bb6\u516c\u53f8\u60f3\u8981\u6269\u5c55\u5176\u6a21\u578b\u7684\u529f\u80fd\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u66f4\u5e7f\u6cdb\u7684\u5ba2\u6237\u95ee\u9898\uff0c\u5305\u62ec\u5ba2\u6237\u670d\u52a1\u95ee\u9898\u3002\u8be5\u516c\u53f8\u65e0\u9700\u4ece\u5934\u5f00\u59cb\uff0c\u800c\u662f\u53ef\u4ee5\u5229\u7528\u8fc1\u79fb\u5b66\u4e60\uff0c\u5c06\u60c5\u611f\u5206\u6790\u6a21\u578b\u5bf9\u5ba2\u6237\u60c5\u7eea\u7684\u7406\u89e3\u5e94\u7528\u5230\u65b0\u7684\u4efb\u52a1\u4e2d\uff0c\u4f8b\u5982\u56de\u7b54\u5ba2\u6237\u95ee\u9898\u3002.<\/p>\n

        \u4f8b\u5982\uff0c\u4e00\u5bb6\u516c\u53f8\u53ef\u4ee5\u5c06\u7ecf\u8fc7\u4f18\u5316\u7684\u60c5\u611f\u6a21\u578b\u5e94\u7528\u4e8e\u5ba2\u6237\u670d\u52a1\u804a\u5929\u673a\u5668\u4eba\u3002\u8fd9\u6837\uff0c\u804a\u5929\u673a\u5668\u4eba\u5c31\u80fd\u7406\u89e3\u5ba2\u6237\u53cd\u9988\u4e2d\u7684\u60c5\u7eea\uff0c\u5e76\u6839\u636e\u8fd9\u4e9b\u60c5\u7eea\u505a\u51fa\u667a\u80fd\u56de\u5e94\u3002\u5982\u679c\u5ba2\u6237\u5bf9\u5ef6\u8fdf\u53d1\u8d27\u8868\u793a\u4e0d\u6ee1\uff0c\u6a21\u578b\u4f1a\u5229\u7528\u5176\u5bf9\u60c5\u7eea\u548c\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\uff0c\u751f\u6210\u5bcc\u6709\u540c\u60c5\u5fc3\u4e14\u4e50\u4e8e\u52a9\u4eba\u7684\u56de\u590d\u3002\u8fd9\u79cd\u65b9\u6cd5\u663e\u8457\u63d0\u5347\u4e86\u804a\u5929\u673a\u5668\u4eba\u5e2e\u52a9\u5ba2\u6237\u7684\u80fd\u529b\uff0c\u800c\u65e0\u9700\u8fdb\u884c\u5927\u91cf\u7684\u65b0\u8bad\u7ec3\u3002.<\/p>\n

        \u6784\u5efa\u5185\u90e8\u804a\u5929\u673a\u5668\u4eba\uff1a\u4e3a\u4ec0\u4e48\u4ee5\u53ca\u5982\u4f55\u6784\u5efa\uff1f<\/h2>\n

        \u539f\u56e0\uff1a\u6211\u4eec\u4e3a\u4ec0\u4e48\u8981\u6784\u5efa\u5185\u90e8\u804a\u5929\u673a\u5668\u4eba\uff1f<\/h3>\n
          \n
        1. \u7f29\u77ed\u9500\u552e\u5468\u671f\uff1a<\/strong> \u5185\u90e8\u804a\u5929\u673a\u5668\u4eba\u53ef\u4ee5\u901a\u8fc7\u4ece CRM \u7cfb\u7edf\u68c0\u7d22\u5ba2\u6237\u6570\u636e\u6765\u81ea\u52a8\u751f\u6210\u4e2a\u6027\u5316\u7684\u5bf9\u5916\u7535\u5b50\u90ae\u4ef6\uff0c\u5e2e\u52a9\u9500\u552e\u56e2\u961f\u66f4\u5feb\u5730\u751f\u6210\u76f8\u5173\u7684\u77ed\u4fe1\u3002.<\/li>\n
        2. \u6539\u8fdb\u5ba2\u6237\u652f\u6301\uff1a<\/strong> \u8be5\u804a\u5929\u673a\u5668\u4eba\u53ef\u4ee5\u4e0e\u73b0\u6709\u7684\u77e5\u8bc6\u5e93\u548c\u652f\u6301\u5de5\u5355\u7cfb\u7edf\u96c6\u6210\uff0c\u4e3a\u652f\u6301\u56e2\u961f\u63d0\u4f9b\u5feb\u901f\u51c6\u786e\u7684\u7b54\u6848\uff0c\u7f29\u77ed\u54cd\u5e94\u65f6\u95f4\uff0c\u63d0\u9ad8\u5ba2\u6237\u6ee1\u610f\u5ea6\u3002.<\/li>\n
        3. \u57f9\u8bad\u65b0\u5458\u5de5\uff1a<\/strong> \u804a\u5929\u673a\u5668\u4eba\u53ef\u4ee5\u901a\u8fc7\u63d0\u4f9b\u5bf9\u5185\u90e8\u6587\u6863\u3001\u653f\u7b56\u548c\u5e38\u89c1\u95ee\u9898\u7684\u5373\u65f6\u8bbf\u95ee\uff0c\u5b9e\u73b0\u5165\u804c\u548c\u62db\u8058\u6d41\u7a0b\u7684\u81ea\u52a8\u5316\uff0c\u5e2e\u52a9\u65b0\u5458\u5de5\u6709\u6548\u5730\u5b66\u4e60\u516c\u53f8\u6d41\u7a0b\u3002.<\/li>\n
        4. \u627e\u51fa\u6587\u6863\u7f3a\u53e3\uff1a<\/strong>
          \n\u8be5\u804a\u5929\u673a\u5668\u4eba\u53ef\u4ee5\u8bc6\u522b\u5f53\u524d\u6587\u6863\u4e2d\u672a\u6db5\u76d6\u7684\u672a\u89e3\u7b54\u95ee\u9898\u6216\u4fe1\u606f\u8bf7\u6c42\uff0c\u5e76\u5e2e\u52a9\u7a81\u51fa\u663e\u793a\u9700\u8981\u66f4\u65b0\u7684\u9886\u57df\u3002.<\/li>\n<\/ol>\n

          \u64cd\u4f5c\u6307\u5357\uff1a\u5982\u4f55\u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\uff1f<\/h2>\n
            \n
          1. \u5b9a\u4e49\u8303\u56f4\u548c\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u6743\u9650\uff1a<\/strong>
            \n\u660e\u786e\u804a\u5929\u673a\u5668\u4eba\u7684\u7528\u9014\u2014\u2014\u65e0\u8bba\u662f\u9500\u552e\u3001\u652f\u6301\u8fd8\u662f\u57f9\u8bad\u2014\u2014\u5e76\u5b9e\u65bd\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236 (RBAC)\uff0c\u4ee5\u786e\u4fdd\u7528\u6237\u53ea\u80fd\u6536\u5230\u4e0e\u5176\u89d2\u8272\u76f8\u5173\u7684\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u652f\u6301\u4ee3\u8868\u53ef\u4ee5\u8bbf\u95ee\u8be6\u7ec6\u7684\u5185\u90e8\u8d44\u6e90\uff0c\u800c\u666e\u901a\u5458\u5de5\u53ea\u80fd\u8bbf\u95ee\u66f4\u57fa\u7840\u7684\u4fe1\u606f\u3002.<\/li>\n
          2. \u6280\u672f\u9009\u62e9\u4e0e\u96c6\u6210\uff1a<\/strong>
            \n\u4f7f\u7528\u57fa\u4e8eTransformer\u7684\u6a21\u578b\uff08\u4f8b\u5982GPT\uff09\u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u7406\u89e3\uff0c\u5e76\u5c06\u5176\u4e0e\u5185\u90e8API\u3001\u6570\u636e\u5e93\u548c\u77e5\u8bc6\u5e93\u96c6\u6210\u3002\u4f7f\u7528RAG\uff08\u7ea2\u7eff\u706f\uff09\u83b7\u53d6\u76f8\u5173\u7684\u5b9e\u65f6\u7b54\u6848\u4fe1\u606f\u3002.<\/li>\n
          3. \u5b9e\u65bd\u6388\u6743\u673a\u5236\uff1a<\/strong>
            \n\u5c06\u60a8\u7684\u804a\u5929\u673a\u5668\u4eba\u4e0e\u6743\u9650\u670d\u52a1\uff08\u4f8b\u5982 Oso\uff09\u96c6\u6210\uff0c\u4ee5\u4fbf\u6839\u636e\u7528\u6237\u89d2\u8272\u548c\u5c5e\u6027\u5f3a\u5236\u6267\u884c\u6743\u9650\u3002\u8fd9\u53ef\u4ee5\u786e\u4fdd\u53ea\u6709\u6388\u6743\u4eba\u5458\u624d\u80fd\u8bbf\u95ee\u654f\u611f\u7684\u516c\u53f8\u6570\u636e\uff0c\u4f8b\u5982\u9500\u552e\u6570\u636e\u6216\u5458\u5de5\u7ee9\u6548\u3002.<\/li>\n
          4. \u8bad\u7ec3\u548c\u5fae\u8c03\uff1a<\/strong>
            \n\u4f7f\u7528\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba\uff0c\u5e76\u6574\u5408\u5185\u90e8\u6587\u6863\u548c\u77e5\u8bc6\u5e93\u3002\u5229\u7528\u76d1\u7763\u5b66\u4e60\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u786e\u4fdd\u5728\u4e0a\u4e0b\u6587\u4e2d\u63d0\u4f9b\u51c6\u786e\u7684\u54cd\u5e94\uff0c\u540c\u65f6\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u6839\u636e\u7528\u6237\u6743\u9650\u9690\u85cf\u54ea\u4e9b\u4fe1\u606f\u3002.<\/li>\n
          5. \u6d4b\u8bd5\u548c\u76d1\u63a7\uff1a<\/strong>
            \n\u5b9a\u671f\u9080\u8bf7\u5185\u90e8\u7528\u6237\u6d4b\u8bd5\u673a\u5668\u4eba\uff0c\u4ee5\u53d1\u73b0\u6027\u80fd\u95ee\u9898\u548c\u672a\u7ecf\u6388\u6743\u7684\u8bbf\u95ee\u5c1d\u8bd5\u3002\u6301\u7eed\u66f4\u65b0\u673a\u5668\u4eba\u7684\u77e5\u8bc6\u5e93\uff0c\u5e76\u8c03\u6574\u6a21\u578b\u4ee5\u53cd\u6620\u516c\u53f8\u6d41\u7a0b\u3001\u653f\u7b56\u548c\u5b89\u5168\u534f\u8bae\u7684\u53d8\u5316\u3002.<\/li>\n<\/ol>\n

            \u6784\u5efaLLM\u804a\u5929\u673a\u5668\u4eba\u7684\u56db\u79cd\u65b9\u6cd5\uff1a\u4f18\u7f3a\u70b9<\/h2>\n

            \u9884\u8bad\u7ec3\u6a21\u578b\u548c\u5fae\u8c03<\/h3>\n

            \u6784\u5efa\u57fa\u4e8e\u8bed\u8a00\u5b66\u4e60\u6a21\u578b\uff08LLM\uff09\u7684\u804a\u5929\u673a\u5668\u4eba\u7684\u5e38\u7528\u65b9\u6cd5\u662f\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u4f8b\u5982 GPT \u6216 BERT\uff09\uff0c\u7136\u540e\u5728\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\u3002\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u5927\u89c4\u6a21\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f7f\u5176\u80fd\u591f\u6709\u6548\u5730\u5904\u7406\u81ea\u7136\u8bed\u8a00\u3002\u5fae\u8c03\u8fd9\u4e9b\u6a21\u578b\u5219\u9700\u8981\u4f7f\u7528\u66f4\u5c0f\u3001\u66f4\u5177\u4f53\u7684\u6570\u636e\u96c6\uff0c\u9488\u5bf9\u7279\u5b9a\u7528\u4f8b\uff08\u4f8b\u5982\u5ba2\u6237\u652f\u6301\u6216\u5185\u90e8\u6587\u6863\uff09\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u5145\u5206\u5229\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u5f3a\u5927\u7684\u8bed\u8a00\u5904\u7406\u80fd\u529b\uff0c\u540c\u65f6\u53c8\u80fd\u4e13\u6ce8\u4e8e\u76ee\u6807\u9886\u57df\u7684\u7279\u5f81\u3002.<\/p>\n

            \u6062\u590d\u589e\u5f3a\u53d1\u7535\uff08RAG\uff09<\/h3>\n

            RAG\uff08\u5b9e\u65f6\u751f\u6210\u7b97\u6cd5\uff09\u7ed3\u5408\u4e86\u4ece\u5916\u90e8\u6765\u6e90\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u548cLLM\uff08\u903b\u8f91\u903b\u8f91\u6a21\u578b\uff09\u7684\u751f\u6210\u80fd\u529b\u3002\u5728\u57fa\u4e8eRAG\u7684\u804a\u5929\u673a\u5668\u4eba\u4e2d\uff0c\u5f53\u7528\u6237\u63d0\u4ea4\u67e5\u8be2\u65f6\uff0c\u6a21\u578b\u9996\u5148\u4f1a\u67e5\u8be2\u5916\u90e8\u77e5\u8bc6\u5e93\u6216\u6570\u636e\u5e93\u4ee5\u83b7\u53d6\u76f8\u5173\u4fe1\u606f\u3002\u7136\u540e\uff0c\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4f1a\u88ab\u4f20\u9012\u7ed9\u751f\u6210\u6a21\u578b\uff0c\u7531\u751f\u6210\u6a21\u578b\u751f\u6210\u7b54\u6848\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u8fc7\u4f7f\u7b54\u6848\u57fa\u4e8e\u5b9e\u65f6\u6570\u636e\u6765\u63d0\u9ad8\u51c6\u786e\u6027\uff0c\u4f7f\u5176\u7279\u522b\u9002\u7528\u4e8e\u9700\u8981\u6700\u65b0\u4fe1\u606f\u7684\u5e94\u7528\u3002RAG\u7684\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u5b83\u65e0\u9700\u5728\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5927\u91cf\u8bad\u7ec3\u5373\u53ef\u751f\u6210\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u51c6\u786e\u7b54\u6848\u3002.<\/p>\n

            \u4f8b\u5982\uff0c\u5982\u679c Oso \u7684\u5185\u90e8\u804a\u5929\u673a\u5668\u4eba\u91c7\u7528\u57fa\u4e8e RAG\uff08\u7ea2\u9ec4\u7eff\uff09\u7684\u65b9\u6cd5\u6765\u56de\u7b54\u5f00\u53d1\u8005\u7684\u95ee\u9898\uff0c\u5b83\u53ef\u4ee5\u5728\u751f\u6210\u7b54\u6848\u4e4b\u524d\u67e5\u8be2\u6700\u65b0\u7684\u5185\u90e8\u6587\u6863\u4ee5\u53ca GitHub \u4ee3\u7801\u5e93\uff0c\u4ee5\u786e\u4fdd\u5f00\u53d1\u8005\u83b7\u5f97\u5173\u4e8e Oso \u6743\u9650\u7cfb\u7edf\u7684\u6700\u65b0\u3001\u6700\u51c6\u786e\u7684\u7b54\u6848\u3002\u5c06\u5b9e\u65f6\u6570\u636e\u68c0\u7d22\u4e0e\u751f\u6210\u6a21\u578b\u76f8\u7ed3\u5408\uff0c\u53ef\u4ee5\u5b9e\u73b0\u66f4\u51c6\u786e\u3001\u66f4\u4e2a\u6027\u5316\u7684\u7b54\u6848\uff0c\u4ece\u800c\u51cf\u5c11\u804a\u5929\u673a\u5668\u4eba\u9891\u7e41\u66f4\u65b0\u6216\u91cd\u65b0\u8bad\u7ec3\u7684\u9700\u6c42\u3002.<\/p>\n

            \u7136\u800c\uff0c\u5b9e\u65bd\u7ea2\u9ec4\u7eff\u7cfb\u7edf\u53ef\u80fd\u5f88\u590d\u6742\uff0c\u56e0\u4e3a\u5b83\u9700\u8981\u6574\u5408\u5916\u90e8\u6570\u636e\u6e90\u5e76\u7ba1\u7406\u6570\u636e\u68c0\u7d22\u8fc7\u7a0b\u3002\u6b64\u5916\uff0c\u786e\u4fdd\u6570\u636e\u7684\u8d28\u91cf\u548c\u76f8\u5173\u6027\u5bf9\u4e8e\u7ef4\u6301\u7cfb\u7edf\u7684\u6709\u6548\u6027\u81f3\u5173\u91cd\u8981\u3002.<\/p>\n

            \u6cd5\u5f8b\u4f53\u7cfb<\/h3>\n

            \u57fa\u4e8e\u89c4\u5219\u7684\u7cfb\u7edf\u6839\u636e\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u96c6\u8fd0\u884c\uff0c\u804a\u5929\u673a\u5668\u4eba\u9075\u5faa\u7279\u5b9a\u7684\u6a21\u5f0f\u6216\u51b3\u7b56\u6811\u6765\u751f\u6210\u56de\u590d\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u5e38\u7528\u4e8e\u8303\u56f4\u660e\u786e\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u56de\u7b54\u5e38\u89c1\u95ee\u9898\u6216\u6267\u884c\u7279\u5b9a\u547d\u4ee4\u3002\u57fa\u4e8e\u89c4\u5219\u7684\u7cfb\u7edf\u4e0d\u9700\u8981\u5927\u89c4\u6a21\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u56e0\u6b64\u6bd4\u57fa\u4e8e\u903b\u8f91\u5b66\u4e60\u6a21\u578b\uff08LLM\uff09\u7684\u7cfb\u7edf\u8d44\u6e90\u6d88\u8017\u66f4\u4f4e\u3002\u7136\u800c\uff0c\u7531\u4e8e\u5b83\u4eec\u53ea\u80fd\u6839\u636e\u521d\u59cb\u5b9a\u4e49\u7684\u89c4\u5219\u505a\u51fa\u54cd\u5e94\uff0c\u56e0\u6b64\u5728\u5904\u7406\u610f\u5916\u7684\u7528\u6237\u8f93\u5165\u6216\u590d\u6742\u5bf9\u8bdd\u65b9\u9762\u5b58\u5728\u5c40\u9650\u6027\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u5b83\u4eec\u53ef\u80fd\u9700\u8981\u7ef4\u62a4\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u65ad\u53d8\u5316\u7684\u7528\u6237\u9700\u6c42\u6216\u4e1a\u52a1\u8981\u6c42\u3002.<\/p>\n

            \u5728 Oso \u4e2d\uff0c\u57fa\u4e8e\u89c4\u5219\u7684\u804a\u5929\u673a\u5668\u4eba\u793a\u4f8b\u53ef\u80fd\u5305\u542b\u9884\u5b9a\u4e49\u95ee\u9898\uff0c\u4f8b\u5982\u00ab\u8bf7\u544a\u8bc9\u6211\u8fd9\u4e2a\u8fc1\u79fb\u9879\u76ee\u7684\u8303\u56f4\u00bb\u6216\u00ab\u6211\u4eec\u5728\u4ee3\u7801\u7684\u54ea\u4e2a\u4f4d\u7f6e\u5b9a\u4e49\u4e86\u8fd9\u4e2a\u529f\u80fd\uff1f\u00bb\u3002\u804a\u5929\u673a\u5668\u4eba\u4f1a\u6839\u636e\u8fd9\u4e9b\u56fa\u5b9a\u7684\u89c4\u5219\u505a\u51fa\u56de\u5e94\u3002\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u5bf9\u4e8e\u5b9a\u4e49\u660e\u786e\u7684\u95ee\u9898\u6548\u679c\u5f88\u597d\uff0c\u4f46\u5b83\u65e0\u6cd5\u5904\u7406\u66f4\u590d\u6742\u6216\u610f\u5916\u7684\u8f93\u5165\uff0c\u9700\u8981\u8f6c\u63a5\u7ed9\u4eba\u5de5\u5ba2\u670d\u6216\u66f4\u65b0\u89c4\u5219\u96c6\u3002.<\/p>\n

            \u7efc\u5408\u65b9\u6cd5<\/h3>\n

            \u6df7\u5408\u65b9\u6cd5\u7ed3\u5408\u4e86\u8bed\u8a00\u5b66\u4e60\u6a21\u578b\uff08LLM\uff09\u3001\u7ed3\u679c\u5206\u6790\u751f\u6210\u6a21\u578b\uff08RAG\uff09\u548c\u57fa\u4e8e\u89c4\u5219\u7684\u7cfb\u7edf\u7684\u4f18\u52bf\uff0c\u4ee5\u514b\u670d\u6bcf\u79cd\u65b9\u6cd5\u7684\u5c40\u9650\u6027\u3002\u4f8b\u5982\uff0c\u804a\u5929\u673a\u5668\u4eba\u53ef\u4ee5\u4f7f\u7528\u8bed\u8a00\u5b66\u4e60\u6a21\u578b\u6765\u5904\u7406\u548c\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u8f93\u5165\uff0c\u4f7f\u7528\u7ed3\u679c\u5206\u6790\u751f\u6210\u6a21\u578b\u4ece\u5916\u90e8\u6765\u6e90\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u5e76\u4f7f\u7528\u57fa\u4e8e\u89c4\u5219\u7684\u903b\u8f91\u6765\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u6216\u7ed3\u6784\u5316\u5de5\u4f5c\u6d41\u7a0b\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u804a\u5929\u673a\u5668\u4eba\u65e2\u80fd\u5904\u7406\u52a8\u6001\u7684\u3001\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u67e5\u8be2\uff0c\u4e5f\u80fd\u5904\u7406\u9700\u8981\u9884\u5b9a\u4e49\u3001\u56fa\u5b9a\u54cd\u5e94\u7684\u4efb\u52a1\u3002\u7136\u800c\uff0c\u6df7\u5408\u7cfb\u7edf\u5728\u8bbe\u8ba1\u548c\u7ef4\u62a4\u65b9\u9762\u5f15\u5165\u4e86\u590d\u6742\u6027\uff0c\u56e0\u4e3a\u5b83\u4eec\u9700\u8981\u8de8\u591a\u4e2a\u7ec4\u4ef6\u8fdb\u884c\u96c6\u6210\uff0c\u5e76\u786e\u4fdd\u4e0d\u540c\u65b9\u6cd5\u4e4b\u95f4\u7684\u65e0\u7f1d\u4ea4\u4e92\u3002.<\/p>\n

            \u57fa\u4e8e API \u7684\u89e3\u51b3\u65b9\u6848<\/h3>\n

            \u57fa\u4e8e API \u7684\u89e3\u51b3\u65b9\u6848\u4f7f\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u4e0e\u5916\u90e8\u7cfb\u7edf\u4ea4\u4e92\uff0c\u4ece\u800c\u68c0\u7d22\u6570\u636e\u3001\u89e6\u53d1\u64cd\u4f5c\u6216\u6267\u884c\u7279\u5b9a\u529f\u80fd\u3002\u8fd9\u79cd\u65b9\u6cd5\u5bf9\u4e8e\u9700\u8981\u8bbf\u95ee\u5b9e\u65f6\u6570\u636e\u3001\u6267\u884c\u4ea4\u6613\u6216\u4e0e\u5176\u4ed6\u8f6f\u4ef6\u7cfb\u7edf\u96c6\u6210\u7684\u804a\u5929\u673a\u5668\u4eba\u5c24\u4e3a\u6709\u7528\u3002\u4f8b\u5982\uff0c\u804a\u5929\u673a\u5668\u4eba\u53ef\u4ee5\u8c03\u7528 API \u6765\u68c0\u7d22\u5ba2\u6237\u6570\u636e\u6216\u5904\u7406\u652f\u4ed8\u8bf7\u6c42\u3002\u867d\u7136\u57fa\u4e8e API \u7684\u89e3\u51b3\u65b9\u6848\u6269\u5c55\u4e86\u804a\u5929\u673a\u5668\u4eba\u7684\u529f\u80fd\uff0c\u4f7f\u5176\u8d85\u8d8a\u4e86\u7b80\u5355\u7684\u5bf9\u8bdd\u4efb\u52a1\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u5bf9\u5916\u90e8\u670d\u52a1\u7684\u4f9d\u8d56\u3002\u5982\u679c\u5916\u90e8 API \u51fa\u73b0\u6545\u969c\u3001\u8bbf\u95ee\u6743\u9650\u53d7\u9650\u6216\u53d1\u751f\u4e0e\u804a\u5929\u673a\u5668\u4eba\u4e0d\u517c\u5bb9\u7684\u66f4\u6539\uff0c\u8fd9\u4e9b\u4f9d\u8d56\u5173\u7cfb\u53ef\u80fd\u4f1a\u9020\u6210\u6f5c\u5728\u7684\u6545\u969c\u70b9\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u5916\u90e8 API \u8fd8\u4f1a\u5f15\u53d1\u5b89\u5168\u548c\u6570\u636e\u9690\u79c1\u65b9\u9762\u7684\u62c5\u5fe7\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u654f\u611f\u6216\u4e2a\u4eba\u4fe1\u606f\u65f6\u3002.<\/p>\n

            \u804a\u5929\u673a\u5668\u4eba\u5b89\u5168\u98ce\u9669\u53ca\u6700\u4f73\u5b9e\u8df5<\/h2>\n

            \u6784\u5efa\u57fa\u4e8e\u903b\u8f91\u903b\u8f91\u6a21\u578b\uff08LLM\uff09\u7684\u804a\u5929\u673a\u5668\u4eba\u65f6\uff0c\u5fc5\u987b\u8003\u8651\u53ef\u80fd\u635f\u5bb3\u804a\u5929\u673a\u5668\u4eba\u5b8c\u6574\u6027\u548c\u654f\u611f\u6570\u636e\u9690\u79c1\u7684\u6f5c\u5728\u5b89\u5168\u98ce\u9669\u3002\u5176\u4e2d\u4e00\u4e2a\u4e3b\u8981\u98ce\u9669\u662f\u8bef\u5bfc\uff0c\u5373LLM\u751f\u6210\u865a\u5047\u6216\u8bef\u5bfc\u6027\u4fe1\u606f\u3002\u8fd9\u53ef\u80fd\u975e\u5e38\u5371\u9669\uff0c\u5c24\u5176\u662f\u5728\u5ba2\u6237\u652f\u6301\u6216\u5185\u90e8\u6587\u6863\u7b49\u9ad8\u98ce\u9669\u9886\u57df\uff0c\u56e0\u4e3a\u9519\u8bef\u7684\u5efa\u8bae\u53ef\u80fd\u5bfc\u81f4\u6df7\u4e71\u751a\u81f3\u7ecf\u6d4e\u635f\u5931\u3002.<\/p>\n

            \u6743\u9650\u5728\u4fdd\u969c\u804a\u5929\u673a\u5668\u4eba\u5b89\u5168\u65b9\u9762\u8d77\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\uff0c\u5c24\u5176\u662f\u5728\u9650\u5236\u5bf9\u654f\u611f\u4fe1\u606f\u7684\u8bbf\u95ee\u65b9\u9762\u3002\u5982\u679c\u6ca1\u6709\u9002\u5f53\u7684\u8bbf\u95ee\u63a7\u5236\uff0c\u672a\u7ecf\u6388\u6743\u7684\u7528\u6237\u5f88\u53ef\u80fd\u83b7\u5f97\u4ed6\u4eec\u4e0d\u5e94\u8be5\u8bbf\u95ee\u7684\u4fe1\u606f\u3002.<\/p>\n

            \u4f8b\u5982\uff0c\u5982\u679c\u672a\u5b9e\u65bd\u9002\u5f53\u7684\u8bbf\u95ee\u9650\u5236\uff0c\u804a\u5929\u673a\u5668\u4eba\u53ef\u80fd\u4f1a\u65e0\u610f\u4e2d\u6cc4\u9732\u5458\u5de5\u7684\u4e2a\u4eba\u7ee9\u6548\u8be6\u60c5\u3002\u540c\u6837\uff0c\u5982\u679c\u804a\u5929\u673a\u5668\u4eba\u7f3a\u4e4f\u9632\u6b62\u672a\u7ecf\u6388\u6743\u67e5\u8be2\u7684\u5b89\u5168\u63aa\u65bd\uff0c\u5219\u53ef\u80fd\u4f1a\u6cc4\u9732\u673a\u5bc6\u4fe1\u606f\uff0c\u4f8b\u5982\u540c\u4e8b\u7684\u5bb6\u5ead\u75c5\u53f2\u3002.<\/p>\n

            \u5176\u4ed6\u53ef\u80fd\u7684\u6050\u6016\u6545\u4e8b\u5305\u62ec\uff1a<\/p>\n

              \n
            1. \u4e00\u540d\u5458\u5de5\u6b63\u5728\u5411\u5176\u4ed6\u5458\u5de5\u67e5\u8be2\u6536\u5165\u4fe1\u606f\uff0c\u4ee5\u4fbf\u4e0e\u81ea\u5df1\u7684\u6536\u5165\u8fdb\u884c\u6bd4\u8f83\u3002.<\/li>\n
            2. \u4e00\u540d\u5458\u5de5\u5728\u67e5\u627e\u5065\u5eb7\u4fdd\u9669\u4fe1\u606f\u65f6\uff0c\u65e0\u610f\u4e2d\u6ce8\u610f\u5230\u4e00\u4f4d\u540c\u4e8b\u7684\u75c5\u60c5\uff0c\u4f8b\u5982\u4e73\u817a\u764c\uff0c\u4e8e\u662f\u8be2\u95ee\u4e86\u76f8\u5173\u60c5\u51b5\u3002.<\/li>\n
            3. \u4e00\u4e2a\u56e2\u961f\u5728\u90e8\u95e8\u5916\u67e5\u627e\u6587\u4ef6\u65f6\uff0c\u65e0\u610f\u4e2d\u83b7\u5f97\u4e86\u516c\u53f8\u654f\u611f\u7684\u8d22\u52a1\u6570\u636e\u3002.<\/li>\n
            4. \u7ea7\u522b\u8f83\u4f4e\u7684\u5458\u5de5\u8bd5\u56fe\u4ece\u9ad8\u7ea7\u56e2\u961f\u83b7\u53d6\u673a\u5bc6\u9879\u76ee\u7ec6\u8282\uff0c\u5e76\u83b7\u53d6\u4ed6\u4eec\u65e0\u6743\u67e5\u770b\u7684\u6218\u7565\u8ba1\u5212\u6216\u673a\u5bc6\u8c08\u5224\u5185\u5bb9\u3002.<\/li>\n
            5. \u7528\u6237\u641c\u7d22\u6709\u5173\u7279\u5b9a\u516c\u53f8\u653f\u7b56\u7684\u4fe1\u606f\uff0c\u5374\u610f\u5916\u6536\u5230\u8fc7\u65f6\u6216\u654f\u611f\u7684\u3001\u5df2\u6cc4\u9732\u7684\u653f\u7b56\u7248\u672c\u3002.<\/li>\n
            6. \u627f\u5305\u5546\u83b7\u53d6\u4e86\u4e0e\u5176\u4e34\u65f6\u89d2\u8272\u65e0\u5173\u7684\u5305\u542b\u77e5\u8bc6\u4ea7\u6743\uff08IP\uff09\u6216\u5546\u4e1a\u79d8\u5bc6\u7684\u5185\u90e8\u6587\u4ef6\u3002.<\/li>\n<\/ol>\n

              \u7ed3\u8bba<\/h2>\n

              \u56e0\u6b64\uff0c\u6784\u5efa\u5b89\u5168\u7684LLM\u804a\u5929\u673a\u5668\u4eba\u9700\u8981\u5728\u5148\u8fdb\u7684AI\u6280\u672f\u548c\u5f3a\u5927\u7684\u8eab\u4efd\u9a8c\u8bc1\u673a\u5236\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u901a\u8fc7\u96c6\u6210\u589e\u5f3a\u578b\u68c0\u7d22\u3001\u5229\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u4ee5\u53ca\u5b9e\u65bd\u5f3a\u5927\u7684\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236\uff0c\u4f01\u4e1a\u53ef\u4ee5\u786e\u4fdd\u5176\u804a\u5929\u673a\u5668\u4eba\u4e0d\u4ec5\u9ad8\u6548\uff0c\u800c\u4e14\u5b89\u5168\uff0c\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u4e14\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u4ea4\u4e92\u4f53\u9a8c\u3002.<\/p>\n

              \u8981\u4e86\u89e3\u6709\u5173\u5982\u4f55\u6784\u5efa LLM \u804a\u5929\u673a\u5668\u4eba\u5e76\u4f7f\u7528\u8eab\u4efd\u9a8c\u8bc1\u4fdd\u62a4\u5b83\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u53c2\u52a0 O'Reilly \u7f51\u7edc\u7814\u8ba8\u4f1a SuperStream\uff1a\u751f\u4ea7\u4e2d\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3002.<\/p>","protected":false},"excerpt":{"rendered":"\u5f15\u8a00 \u6211\u4eec\u4e3b\u8981\u4ece\u4e8b\u8bb8\u53ef\u8bc1\u4e1a\u52a1\uff0c\u8fd9\u662f\u6211\u4eec\u7684\u6838\u5fc3\u4e1a\u52a1\u3002\u6cd5\u5b66\u7855\u58eb\uff08LLM\uff09\u9879\u76ee\u5e76\u975e\u5982\u6b64\u3002\u4f46\u6700\u8fd1\u6211\u4eec\u5f00\u59cb\u6d89\u8db3\u2026\u2026","protected":false},"author":1,"featured_media":16871,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"\u0686\u062a\u200c\u0628\u0627\u062a\u200c\u0647\u0627\u06cc LLM","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"LLM\u0647\u0627 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