{"id":9380,"date":"2025-07-11T23:56:03","date_gmt":"2025-07-11T15:56:03","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=9380"},"modified":"2025-07-11T23:56:06","modified_gmt":"2025-07-11T15:56:06","slug":"%e7%82%ba%e4%bd%95llm%e3%80%81rag%e3%80%81mcp%e6%98%afai-agent%e6%88%90%e5%8a%9f%e7%9a%843%e5%a4%a7%e5%9b%a0%e7%b4%a0%ef%bc%9f%e4%bc%81%e6%a5%ad%e5%b0%8e%e5%85%a5%e5%89%8d%e5%bf%85%e6%87%82%ef%bc%81","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=9380","title":{"rendered":"\u70ba\u4f55LLM\u3001RAG\u3001MCP\u662fAI Agent\u6210\u529f\u76843\u5927\u56e0\u7d20\uff1f\u4f01\u696d\u5c0e\u5165\u524d\u5fc5\u61c2\uff01"},"content":{"rendered":"\n

\u6b64\u7bc7\u6587\u7ae0\u6df1\u5165\u63a2\u8a0e\u4e86AI Agent\u6280\u8853\u7684\u6838\u5fc3\u67b6\u69cb\u548c\u5be6\u969b\u61c9\u7528\uff0c\u4e26\u4ee5\u4e00\u500b\u7c21\u55ae\u6613\u61c2\u7684\u6bd4\u55bb\u2014\u2014\u300c\u8349\u8393\u86cb\u7cd5\u300d\uff0c\u5e6b\u52a9\u8b80\u8005\u7406\u89e3AI Agent\u5982\u4f55\u900f\u904e\u4e09\u5927\u95dc\u9375\u6280\u8853\uff08LLM\u3001RAG\u3001MCP\uff09\u4f86\u5be6\u73fe\u81ea\u4e3b\u57f7\u884c\u4efb\u52d9\u7684\u80fd\u529b\u3002\u9019\u4e9b\u6280\u8853\u7684\u6574\u5408\uff0c\u4f7f\u5f97AI\u4e0d\u518d\u53ea\u662f\u88ab\u52d5\u56de\u7b54\u554f\u984c\uff0c\u800c\u662f\u80fd\u5920\u9032\u884c\u6c7a\u7b56\u3001\u57f7\u884c\u4efb\u52d9\uff0c\u4e26\u6709\u6548\u5730\u8207\u73fe\u6709\u4f01\u696d\u7cfb\u7d71\u5354\u4f5c\u3002<\/p>\n\n\n\n

    \n
  1. LLM\u8a9e\u8a00\u6a21\u578b\uff1a\u86cb\u7cd5\u57fa\u5e95
    \u5728AI Agent\u7684\u67b6\u69cb\u4e2d\uff0c\u5927\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u76f8\u7576\u65bc\u86cb\u7cd5\u7684\u57fa\u5e95\uff0c\u5b83\u662f\u6574\u500bAI Agent\u904b\u4f5c\u7684\u6838\u5fc3\u3002LLM\u8ce6\u4e88AI\u7406\u89e3\u548c\u751f\u6210\u8a9e\u8a00\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u5920\u89e3\u91cb\u6307\u4ee4\u3001\u7406\u89e3\u6280\u8853\u8853\u8a9e\uff0c\u4e26\u5354\u52a9\u5b8c\u6210\u5404\u7a2e\u4efb\u52d9\uff0c\u4f8b\u5982\u64b0\u5bebSOP\u6216\u89e3\u7b54\u67e5\u8a62\u3002<\/li>\n\n\n\n
  2. RAG\u6280\u8853\uff1a\u86cb\u7cd5\u4e0a\u7684\u9bae\u5976\u6cb9
    \u6b64\u7bc7\u6587\u7ae0\u6307\u51fa\uff0cRetrieval-Augmented Generation\uff08RAG\uff09\u6280\u8853\u5c31\u50cf\u86cb\u7cd5\u4e2d\u7684\u5976\u6cb9\uff0c\u5b83\u80fd\u5920\u5c07\u4f01\u696d\u7684\u77e5\u8b58\u5eab\u3001FAQ\u3001\u7dad\u4fee\u7d00\u9304\u7b49\u8cc7\u6599\u6574\u5408\u9032\u4f86\uff0c\u5f9e\u800c\u8b93AI Agent\u7684\u56de\u7b54\u66f4\u52a0\u5177\u5099\u5be6\u969b\u4f9d\u64da\u548c\u4e0a\u4e0b\u6587\u7684\u9023\u8cab\u6027\uff0c\u589e\u5f37\u5176\u5c08\u696d\u53ef\u4fe1\u5ea6\u3002\u9019\u4f7f\u5f97AI\u4e0d\u50c5\u50c5\u662f\u751f\u6210\u8a9e\u8a00\uff0c\u9084\u80fd\u63d0\u4f9b\u5177\u6709\u771f\u5be6\u80cc\u666f\u7684\u56de\u7b54\u3002<\/li>\n\n\n\n
  3. MCP\uff1a\u9ede\u7db4\u7684\u8349\u8393
    \u6700\u5f8c\uff0cMCP\uff08Multi-Agent, Context, Process\uff09\u6280\u8853\u5247\u5982\u540c\u86cb\u7cd5\u4e0a\u7684\u8349\u8393\uff0c\u9019\u5c64\u6280\u8853\u8b93AI Agent\u80fd\u5920\u6839\u64da\u4e0d\u540c\u7684\u5de5\u4f5c\u5834\u666f\u9032\u884c\u4efb\u52d9\u5206\u5de5\u8207\u6c7a\u7b56\uff0c\u4e26\u8207\u4f01\u696d\u7684\u5167\u90e8\u7cfb\u7d71\uff08\u5982CRM\u3001MES\u7b49\uff09\u9032\u884c\u6574\u5408\uff0c\u5be6\u73fe\u667a\u6167\u5354\u4f5c\u8207\u5373\u6642\u53cd\u61c9\u3002<\/li>\n<\/ol>\n\n\n\n

    \u4f5c\u8005\u9032\u4e00\u6b65\u95e1\u8ff0\u4e86AI Agent\u5728\u5404\u884c\u5404\u696d\u7684\u5177\u9ad4\u61c9\u7528\uff0c\u5c24\u5176\u5728\u88fd\u9020\u696d\u8207\u79d1\u6280\u696d\u4e2d\uff0c\u5b83\u5df2\u7d93\u958b\u59cb\u6210\u70ba\u89e3\u6c7a\u4eba\u54e1\u65b7\u5c64\u548c\u77e5\u8b58\u6d41\u5931\u554f\u984c\u7684\u95dc\u9375\u6280\u8853\u3002\u4f01\u696d\u53ef\u4ee5\u85c9\u7531AI Agent\u5c07\u8cc7\u6df1\u54e1\u5de5\u7684\u5c08\u696d\u77e5\u8b58\u8f49\u5316\u70ba\u7d50\u69cb\u5316\u6559\u6750\uff0c\u4e26\u5728\u54e1\u5de5\u6d41\u52d5\u6216\u9000\u4f11\u6642\u4fdd\u8b49\u77e5\u8b58\u7684\u7121\u7e2b\u50b3\u905e\u3002\u6b64\u5916\uff0cAI Agent\u80fd\u5920\u8655\u7406\u91cd\u8907\u6027\u5de5\u4f5c\uff0c\u50cf\u662f\u56de\u8986\u5ba2\u6236\u554f\u7b54\u3001\u7dad\u4fee\u6d41\u7a0b\u6216\u64cd\u4f5c\u6307\u5f15\uff0c\u6e1b\u5c11\u5c0d\u5c08\u696d\u4eba\u54e1\u7684\u4f9d\u8cf4\uff0c\u4e26\u63d0\u5347\u4f01\u696d\u7684\u904b\u71df\u6548\u7387\u3002\u5c0e\u5165AI Agent\u4e0d\u50c5\u50c5\u662f\u4e00\u6b21\u6027\u7684\u6280\u8853\u5347\u7d1a\uff0c\u9084\u662f\u4ee5\u300c\u6548\u80fd\u8207\u6210\u672c\u300d\u70ba\u6838\u5fc3\u7684\u7b56\u7565\u6295\u8cc7\u3002\u6587\u4e2d\u63d0\u5230\uff0cAI Agent\u6709\u52a9\u65bc\u4f01\u696d\u5c07\u5167\u90e8\u7684\u7d93\u9a57\u3001SOP\u53ca\u6848\u4f8b\u8f49\u5316\u70ba\u53ef\u91cd\u8907\u4f7f\u7528\u7684\u77e5\u8b58\u8cc7\u6e90\uff0c\u964d\u4f4e\u77e5\u8b58\u6d41\u5931\u7684\u98a8\u96aa\uff0c\u4e26\u5be6\u73fe\u77e5\u8b58\u8cc7\u7522\u5316\u3002\u900f\u904eAI Agent\uff0c\u4f01\u696d\u80fd\u5920\u5927\u5e45\u7e2e\u77ed\u65b0\u4eba\u7684\u8a13\u7df4\u6642\u9593\uff0c\u4e26\u5373\u6642\u63d0\u4f9b\u652f\u63f4\uff0c\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\uff0c\u6e1b\u5c11\u932f\u8aa4\u3002<\/p>\n\n\n\n

    \u5176\u4e2d\uff0c\u5f37\u8abf\u4e86\u8981\u8b93AI Agent\u771f\u6b63\u767c\u63ee\u6548\u76ca\uff0c\u4f01\u696d\u9700\u8981\u5177\u5099\u4e09\u500b\u6210\u529f\u8981\u7d20\uff1a<\/p>\n\n\n\n

      \n
    1. \u7406\u89e3\u4eba\u3001\u56de\u61c9\u4eba\u3001\u6574\u5408\u7cfb\u7d71
      AI Agent\u5fc5\u9808\u80fd\u5920\u7406\u89e3\u7528\u6236\u7684\u9700\u6c42\uff0c\u6839\u64da\u60c5\u5883\u8abf\u6574\u56de\u61c9\u65b9\u5f0f\uff0c\u4e26\u80fd\u8207\u73fe\u6709\u7cfb\u7d71\u5982ERP\u3001CRM\u3001\u5167\u8a13\u5e73\u53f0\u9032\u884c\u9806\u5229\u6574\u5408\u3002<\/li>\n\n\n\n
    2. \u80fd\u5920\u4e92\u52d5\u5b78\u7fd2\u8207\u8abf\u6574
      AI Agent\u4e0d\u50c5\u50c5\u662f\u57fa\u65bc\u9810\u8a2d\u898f\u5247\u904b\u4f5c\uff0c\u5b83\u9700\u8981\u5177\u5099\u4e0d\u65b7\u5b78\u7fd2\u8207\u53cd\u601d\u7684\u80fd\u529b\uff0c\u5f9e\u904e\u53bb\u7684\u7d93\u9a57\u4e2d\u5b78\u7fd2\u4e26\u512a\u5316\u56de\u61c9\u3002<\/li>\n\n\n\n
    3. \u5f37\u5927\u7684\u7cfb\u7d71\u6574\u5408\u80fd\u529b
      \u4f01\u696d\u9700\u8981\u4e00\u500b\u652f\u6301\u6a21\u7d44\u5316\u6574\u5408\u7684AI Agent\u5e73\u53f0\uff0c\u4f7f\u5f97AI\u80fd\u5920\u8207\u5404\u7a2e\u5167\u90e8\u7cfb\u7d71\uff08\u5982\u77e5\u8b58\u5eab\u3001CRM\u7cfb\u7d71\u7b49\uff09\u7121\u7e2b\u5354\u4f5c\uff0c\u63d0\u5347\u6574\u9ad4\u696d\u52d9\u904b\u71df\u6548\u7387\u3002<\/li>\n<\/ol>\n\n\n\n

      \u672c\u6587\u6700\u5f8c\u5f37\u8abf\uff0c\u96a8\u8457AI Agent\u6280\u8853\u7684\u767c\u5c55\uff0c\u4f01\u696d\u7684\u71df\u904b\u6a21\u5f0f\u5c07\u767c\u751f\u986f\u8457\u8b8a\u9769\u3002AI Agent\u4e0d\u50c5\u662f\u8f14\u52a9\u5de5\u5177\uff0c\u5b83\u80fd\u6210\u70ba\u4f01\u696d\u904b\u71df\u7684\u6838\u5fc3\u9a45\u52d5\u529b\uff0c\u5354\u52a9\u4f01\u696d\u63d0\u5347\u77e5\u8b58\u7ba1\u7406\u3001\u512a\u5316\u57f9\u8a13\u6d41\u7a0b\uff0c\u4e26\u5be6\u73fe\u696d\u52d9\u81ea\u52d5\u5316\u3002\u4f01\u696d\u82e5\u4e0d\u53ca\u65e9\u6295\u5165AI Agent\u7684\u6280\u8853\u7814\u7a76\u8207\u61c9\u7528\uff0c\u53ef\u80fd\u5c07\u5728\u672a\u4f86\u7684\u7af6\u722d\u4e2d\u843d\u5f8c\u65bc\u5c0d\u624b\u3002\u56e0\u6b64\uff0c\u6b64\u7bc7\u6587\u7ae0\u9f13\u52f5\u4f01\u696d\u7a4d\u6975\u63a2\u7d22\u4e26\u90e8\u7f72AI Agent\uff0c\u5229\u7528\u5176\u5f37\u5927\u7684\u81ea\u4e3b\u6027\u548c\u5b78\u7fd2\u80fd\u529b\u4f86\u63d0\u5347\u7af6\u722d\u512a\u52e2\u3002<\/p>\n\n\n\n

      \u95b1\u8b80\u5b8c\u6574\u6587\u7ae0: https:\/\/www.kscthinktank.com.tw\/blog\/%E7%82%BA%E4%BD%95llm%E3%80%81rag%E3%80%81mcp%E6%98%AFai-agent%E6%88%90%E5%8A%9F%E7%9A%843%E5%A4%A7%E5%9B%A0%E7%B4%A0%EF%BC%9F\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

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