{"id":95442,"date":"2026-08-26T12:17:01","date_gmt":"2026-08-26T04:17:01","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/95442.html"},"modified":"2026-08-26T12:17:01","modified_gmt":"2026-08-26T04:17:01","slug":"%e7%be%bd%e5%b1%b1%e6%95%b0%e6%99%ba%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86%e7%b3%bb%e5%88%97%e4%b9%8b%e5%9b%9b%ef%bc%9a%e6%95%b0%e6%99%ba%e4%b9%8b%e9%94%9a%ef%bc%9aontology%ef%bc%88%e6%9c%ac%e4%bd%93","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/95442.html","title":{"rendered":"\u7fbd\u5c71\u6570\u667a\u6570\u636e\u6cbb\u7406\u7cfb\u5217\u4e4b\u56db\uff1a\u6570\u667a\u4e4b\u951a\uff1aOntology\uff08\u672c\u4f53\u8bba\uff09\u5982\u4f55\u6210\u4e3a\u4f01\u4e1a AI Agent \u7684\u6838\u5fc3\u5e95\u5ea7"},"content":{"rendered":"

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\u5982\u679c\u8bf4 Agent \u662f\u4f01\u4e1a\u6570\u5b57\u5927\u8111\u7684\u795e\u7ecf\u5143，\u6d77\u91cf\u6570\u636e\u662f\u6d41\u6dcc\u7684\u8840\u6db2，\u90a3\u4e48\u7a76\u7adf\u662f\u4ec0\u4e48\u5728\u89c4\u5b9a\u8fd9\u5ea7\u201c\u6570\u5b57\u57ce\u5e02\u201d\u7684\u4ea4\u901a\u6cd5\u5219？<\/span><\/span><\/span><\/span><\/p>\n

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\"\u56fe\u7247\"<\/p>\n<\/p>\n

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\"\u56fe\u7247\"<\/p>\n<\/p>\n

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Ontology \u5728\u8fd9\u91cc\u5145\u5f53\u4e86 Agent \u7684\u201c\u884c\u4e3a\u8fb9\u754c\u4e0e\u64cd\u4f5c\u624b\u518c\u201d：<\/span><\/span><\/span><\/span><\/p>\n

    \n
  • \n

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  • \n

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    \u53ef\u4ee5\u8bf4，Ontology \u5c31\u662f\u8fde\u63a5\u5927\u6a21\u578b（LLM）\u72c2\u91ce\u7b97\u529b\u4e0e\u4f01\u4e1a\u4e25\u8c28\u4e1a\u52a1\u7cfb\u7edf\u7684\u90a3\u4e2a\u5173\u952e\u201c\u79bb\u5408\u5668\u201d\u3002<\/span><\/span><\/span><\/p>\n

    \n

    \"\u56fe\u7247\"<\/p>\n

    \n

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    \u4f46\u5982\u4eca，\u5927\u8bed\u8a00\u6a21\u578b（LLM）\u7684\u7a81\u7834，\u5f7b\u5e95\u6539\u53d8\u4e86\u8fd9\u4ef6\u4e8b\u7684\u8303\u5f0f：Ontology \u4e0d\u518d\u662f\u9760\u4e13\u5bb6\u201c\u8bbe\u8ba1\u201d\u51fa\u6765\u7684，\u800c\u662f\u9760 AI \u4ece\u771f\u5b9e\u6570\u636e\u91cc\u201c\u957f\u201d\u51fa\u6765\u7684\u3002<\/span><\/span><\/span><\/span><\/p>\n

    \u524d\u6cbf\u7684\u81ea\u52a8\u6784\u5efa\u7ba1\u7ebf\u662f\u8fd9\u6837\u8fd0\u4f5c\u7684：<\/span><\/span><\/span><\/span><\/p>\n

      \n
    • \n

      \u6570\u636e\u5582\u517b\u4e0e\u55c5\u63a2：\u628a\u6570\u767e\u6761\u771f\u5b9e\u7684\u552e\u540e\u5de5\u5355\u8bb0\u5f55\u3001\u4f01\u4e1a\u653f\u7b56\u6587\u6863\u76f4\u63a5\u5582\u7ed9\u7cfb\u7edf\u3002<\/span><\/span><\/p>\n<\/li>\n

    • \n

      \u4e1a\u52a1\u5b9e\u4f53\u62bd\u53d6：\u5927\u6a21\u578b\u51ed\u501f\u6781\u5f3a\u7684\u8bed\u4e49\u5f52\u7eb3\u80fd\u529b，\u81ea\u52a8\u4ece\u975e\u7ed3\u6784\u5316\u6587\u672c\u4e2d\u8bc6\u522b\u9ad8\u9891\u5b9e\u4f53\u3002\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d，\u4f18\u79c0\u7684\u6cbb\u7406\u67b6\u6784\u4f1a\u523b\u610f\u5f31\u5316\u5bf9\u4e2a\u4eba\u6570\u636e\u7684\u4f9d\u8d56，\u575a\u51b3\u6452\u5f03\u5bf9\u4e2a\u4eba\u654f\u611f\u4fe1\u606f（PII）\u7684\u8fc7\u5ea6\u6293\u53d6，\u5c06\u7126\u70b9\u7cbe\u51c6\u9501\u5b9a\u5728\u201c\u8bbe\u5907\u578b\u53f7\u201d\u3001\u201c\u5408\u540c\u6761\u6b3e\u201d\u3001\u201c\u98ce\u9669\u4e8b\u4ef6\u201d\u3001\u201c\u4f01\u4e1a\u4e3b\u4f53\u201d\u7b49\u6838\u5fc3\u5546\u4e1a\u8981\u7d20\u4e0a，\u4ece\u6839\u6e90\u4e0a\u89c4\u907f\u5408\u89c4\u4e0e\u724c\u7167\u98ce\u9669\u3002<\/span><\/span><\/p>\n<\/li>\n

    • \n

      \u4eba\u5de5\u5ba1\u6838\u786e\u8ba4：AI \u81ea\u52a8\u63a8\u5bfc\u51fa\u5b9e\u4f53\u95f4\u7684\u5173\u8054\u5173\u7cfb\u5e76\u751f\u6210 Ontology \u201c\u8349\u7a3f\u201d\u3002\u6570\u636e\u5de5\u7a0b\u5e08\u53ea\u9700\u82b1\u4e00\u4e24\u4e2a\u5c0f\u65f6，\u5728\u8fd9\u4efd\u8349\u7a3f\u4e0a\u4fee\u6b63\u547d\u540d\u3001\u786e\u8ba4\u903b\u8f91\u3002<\/span><\/span><\/p>\n<\/li>\n

    • \n

      \u6301\u7eed\u8fdb\u5316：\u5f53\u65b0\u4e1a\u52a1\u4ea7\u751f（\u5982\u5de5\u5355\u91cc\u7a81\u7136\u9891\u7e41\u51fa\u73b0\u67d0\u7c7b\u65b0\u578b\u6750\u6599），AI \u4f1a\u654f\u9510\u5730\u53d1\u73b0\u73b0\u6709\u9aa8\u67b6\u88c5\u4e0d\u4e0b\u8fd9\u4e2a\u4fe1\u606f，\u5e76\u4e3b\u52a8\u5efa\u8bae\u6269\u5c55 Ontology\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n

      \u5efa\u6a21\u7684\u51b7\u542f\u52a8\u65f6\u95f4\u4ece\u6570\u6708\u7f29\u77ed\u5230\u4e86\u51e0\u5929\u3002AI \u5305\u63fd\u4e86\u6700\u8017\u65f6\u7684\u201c\u5bfb\u7ae0\u6458\u53e5\u201d，\u4eba\u7c7b\u53ea\u9700\u4fdd\u7559\u6700\u7ec8\u7684\u4e1a\u52a1\u201c\u51b3\u7b56\u6743\u201d\u3002<\/span><\/span><\/span><\/p>\n

      \n

      \"\u56fe\u7247\"<\/p>\n

      \n

      \u56db\u3001 \u6b8a\u9014\u540c\u5f52：\u5927\u6a21\u578b\u6784\u5efa Ontology \u7684\u4e94\u5927\u6d41\u6d3e<\/span><\/span><\/span><\/span><\/h3>\n

      \u6b63\u5982\u524d\u6587\u6240\u8ff0，Ontology \u662f\u4e00\u5f20\u8ba9 AI \u51c6\u786e\u7406\u89e3\u4e16\u754c\u7684\u201c\u77e5\u8bc6\u5730\u56fe\u201d，\u5b83\u80fd\u5f7b\u5e95\u89e3\u51b3\u5927\u6a21\u578b\u5728\u9047\u5230\u201c\u4f9b\u5e94\u5546\u5982\u4f55\u8bc4\u5206\u201d\u7b49\u4e13\u4e1a\u95ee\u9898\u65f6\u6bcf\u6b21\u56de\u7b54\u90fd\u4e0d\u4e00\u6837\u3001\u80e1\u4e71\u731c\u6d4b\u7684\u987d\u75be\u3002<\/span><\/span><\/span><\/span><\/p>\n

      \u4f20\u7edf\u4eba\u5de5\u6784\u5efa\u9762\u4e34\u7740\u201c\u901f\u5ea6\u6162\u3001\u4eba\u624d\u5c11\u3001\u96be\u7ef4\u62a4\u201d\u4e09\u5927\u4e0d\u53ef\u8c03\u548c\u7684\u77db\u76fe\u3002\u800c\u5f53\u6211\u4eec\u5f15\u5165\u5927\u6a21\u578b\u6765\u81ea\u52a8\u751f\u6210\u65f6，\u540c\u6837\u8981\u8de8\u8d8a\u56db\u9053\u5de5\u7a0b\u95e8\u69db：\u65e0\u6cd5\u9884\u77e5\u5b9e\u4f53\u7c7b\u578b\u7684\u6570\u91cf\u3001\u6781\u6613\u4ea7\u751f\u5e7b\u89c9\u3001\u9897\u7c92\u5ea6\u96be\u4ee5\u63a7\u5236\u3001\u7f3a\u4e4f\u7edf\u4e00\u7684\u9a8c\u8bc1\u6807\u51c6\u3002<\/span><\/span><\/span><\/span><\/p>\n

      \u4e3a\u4e86\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u51c6\u786e\u6027\u201d\u4e4b\u95f4\u5bfb\u627e\u5e73\u8861，\u4e1a\u754c\u5728\u5b9e\u6218\u4e2d\u9010\u6e10\u6f14\u5316\u51fa\u4e86\u7528 LLM \u6784\u5efa Ontology \u7684\u4e94\u5927\u65b9\u6cd5\u6d41\u6d3e：<\/span><\/span><\/span><\/span><\/p>\n

        \n
      • \n

        1. \u62c6\u89e3\u6d3e（\u6d41\u6c34\u7ebf\u5206\u89e3\u6cd5）：\u5927\u4efb\u52a1\u62c6\u6210\u5c0f\u4efb\u52a1，\u6bcf\u4e00\u6b65\u7528\u6700\u5408\u9002\u7684\u5de5\u5177\u3002\u597d\u6bd4\u505a\u4e00\u9053\u590d\u6742\u7684\u83dc：\u5148\u6d17\u83dc\u3001\u518d\u5207\u83dc\u3001\u518d\u7092\u83dc\u3002\u6807\u51c6\u6d41\u6c34\u7ebf\u4e3a\u201c\u6587\u6863\u8f93\u5165 \u2192 \u63d0\u53d6\u5b9e\u4f53 \u2192 \u63d0\u53d6\u5173\u7cfb \u2192 \u5408\u5e76\u5f52\u4e00 \u2192 \u53cc\u91cd\u9a8c\u8bc1 \u2192 \u5b58\u5165\u56fe\u8c31\u201d\u3002\u7279\u70b9：\u5e7b\u89c9\u98ce\u9669\u6781\u4f4e，\u6bcf\u4e00\u6b65\u6e05\u6670\u53ef\u63a7，\u4f46\u5de5\u7a0b\u590d\u6742\u5ea6\u6781\u9ad8\u3002<\/span><\/span><\/p>\n<\/li>\n

      • \n

        2. \u805a\u7c7b\u6d3e（\u6570\u636e\u9a71\u52a8\u6cd5）：\u5148\u81ea\u52a8\u53d1\u73b0\u6709\u54ea\u4e9b\u7c7b\u578b，\u518d\u8ba9 LLM \u7ed9\u6bcf\u7c7b\u547d\u540d\u3002\u597d\u6bd4\u6574\u7406\u4e00\u5806\u6df7\u6742\u7684\u4e50\u9ad8，\u5148\u628a\u989c\u8272\u76f8\u8fd1\u7684\u653e\u5728\u4e00\u8d77（AP\u805a\u7c7b），\u518d\u8d34\u4e0a\u6807\u7b7e\u3002\u4e0d\u9700\u8981\u4e8b\u5148\u544a\u8bc9 AI \u6709\u591a\u5c11\u7c7b，\u8ba9\u6570\u636e\u81ea\u5df1\u8bf4\u8bdd\u3002\u7279\u70b9：\u5e7b\u89c9\u98ce\u9669\u4f4e，\u5de5\u7a0b\u590d\u6742\u5ea6\u4e2d\u7b49，\u80fd\u591f\u81ea\u52a8\u53d1\u73b0\u9690\u85cf\u7684\u4e1a\u52a1\u6982\u5ff5\u3002<\/span><\/span><\/p>\n<\/li>\n

      • \n

        3. \u4e24\u6b65\u8d70\u6d3e（\u4e24\u9636\u6bb5\u751f\u6210\u6cd5）：\u5148\u6536\u96c6\u7d20\u6750，\u518d\u6574\u7406\u6210\u6709\u5c42\u6b21\u7684\u7ed3\u6784\u3002\u7b2c\u4e00\u9636\u6bb5\u4e13\u6ce8\u201c\u53d1\u73b0\u201d（\u627e\u51fa\u6838\u5fc3\u7c7b\u548c\u5c5e\u6027），\u7b2c\u4e8c\u9636\u6bb5\u4e13\u6ce8\u201c\u7ec4\u7ec7\u201d（\u628a\u6241\u5e73\u7684\u5217\u8868\u6574\u7406\u6210\u6709\u4e0a\u4e0b\u7ea7\u5173\u7cfb\u7684\u5c42\u7ea7）\u3002\u7279\u70b9：\u5c06\u8bc6\u522b\u4e0e\u7ed3\u6784\u5316\u89e3\u8026，\u4e2d\u95f4\u4ea7\u7269\u975e\u5e38\u65b9\u4fbf\u4eba\u5de5\u5ba1\u67e5\u3002<\/span><\/span><\/p>\n<\/li>\n

      • \n

        4. \u6846\u67b6\u6d3e（Schema-Guided \u63d0\u53d6\u6cd5）：\u5148\u753b\u597d\u6846，\u8ba9 LLM \u5728\u6846\u5185\u63d0\u53d6\u3002\u76f8\u5f53\u4e8e\u7ed9\u5927\u6a21\u578b\u505a\u9009\u62e9\u9898\u800c\u4e0d\u662f\u95ee\u7b54\u9898：\u201c\u8fd9\u4e2a\u5173\u7cfb\u5c5e\u4e8e\u7ed9\u5b9a\u5217\u8868\u4e2d\u7684\u54ea\u4e00\u4e2a？\u201d\u7279\u70b9：\u8f93\u51fa\u5929\u7136\u5408\u89c4，\u6807\u51c6\u5316\u4e0e\u4e00\u81f4\u6027\u6781\u5f3a，\u901a\u8fc7\u538b\u7f29\u9009\u62e9\u7a7a\u95f4\u5927\u5e45\u964d\u4f4e\u4e86\u5e7b\u89c9\u98ce\u9669\u3002<\/span><\/span><\/p>\n<\/li>\n

      • \n

        5. \u76f4\u7ed9\u6d3e（\u7aef\u5230\u7aef Prompt \u6cd5）：\u8bbe\u8ba1\u4e00\u4e2a\u5f3a\u5927\u7684 Prompt，\u8ba9 LLM \u76f4\u63a5\u7aef\u5230\u7aef\u8f93\u51fa\u6700\u7ec8\u7684 Ontology JSON \u683c\u5f0f\u3002\u597d\u6bd4\u8ba9\u4e00\u4e2a\u4eba\u540c\u65f6\u505a\u91c7\u8d2d\u3001\u53a8\u5e08\u548c\u670d\u52a1\u5458\u3002\u7279\u70b9：\u5b9e\u73b0\u6700\u7b80\u5355，\u534a\u5c0f\u65f6\u5c31\u80fd\u51fa\u7ed3\u679c，\u4f46\u7531\u4e8e\u6ca1\u6709\u4efb\u4f55\u4e2d\u95f4\u68c0\u67e5\u673a\u5236，\u5e7b\u89c9\u98ce\u9669\u6700\u9ad8\u3002<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n

        \u5728\u771f\u5b9e\u7684\u653f\u4f01\u9879\u76ee\u4e2d，\u5355\u7eaf\u7684\u201c\u76f4\u7ed9\u6d3e\u201d\u5f80\u5f80\u65e0\u6cd5\u8fc7\u5173，\u800c\u201c\u62c6\u89e3\u6d3e\u201d\u4e0e\u201c\u6846\u67b6\u6d3e\u201d\u7684\u878d\u5408，\u6b63\u5728\u6210\u4e3a\u4e3b\u6d41\u7684\u843d\u5730\u89e3\u6cd5\u3002<\/span><\/span><\/span><\/p>\n

        \n

        \"\u56fe\u7247\"<\/p>\n

        \n

        \u4e94\u3001 \u77e5\u8bc6\u5de5\u7a0b\u5316：\u4e32\u8054 AI \u5e95\u5ea7\u7684\u7ec8\u6781\u62fc\u56fe<\/span><\/span><\/span><\/span><\/h3>\n

        \u5f53 Ontology（\u9aa8\u67b6）\u987a\u5229\u642d\u5efa\u5b8c\u6bd5，\u6211\u4eec\u5728\u4e0a\u4e00\u671f\u63a2\u8ba8\u7684 Graph RAG \u4e0e Agentic RAG \u624d\u771f\u6b63\u8fce\u6765\u4e86\u53d1\u6325\u5a01\u529b\u7684\u821e\u53f0\u3002\u5728\u5f53\u524d\u7684\u9876\u5c16\u4f01\u4e1a\u5b9e\u8df5\u4e2d，\u4e00\u5957\u5b8c\u6574\u7684\u77e5\u8bc6\u5de5\u7a0b\u5316（Knowledge Engineering）\u5e95\u5ea7\u5df2\u7ecf\u6210\u578b，\u5e76\u5728\u5e95\u5c42\u6f14\u53d8\u4e3a\u4e00\u4e2a\u7d27\u5bc6\u534f\u540c\u7684\u56db\u5c42\u95ed\u73af\u67b6\u6784：<\/span><\/span><\/span><\/span><\/p>\n

        1. \u8bed\u4e49\u9632\u706b\u5899\u4e0e\u52a8\u6001\u8def\u7531\u5c42（Ontology）\u00a0Ontology \u4e0d\u518d\u662f\u4e00\u4efd\u9759\u6001\u7684\u5b57\u5178，\u800c\u662f\u6f14\u53d8\u4e3a\u4f01\u4e1a\u6570\u636e\u64cd\u4f5c\u7cfb\u7edf\u4e2d\u7684\u903b\u8f91\u7f51\u5173\u3002\u5b83\u4e3a\u6240\u6709\u7684 Agent \u884c\u52a8\u63d0\u4f9b\u4e86\u5f3a\u7c7b\u578b\u7684\u56fe\u9a8c\u8bc1\u6a21\u5f0f（Schema Validation）\u3002\u4efb\u4f55\u6d8c\u5165\u7cfb\u7edf\u7684\u975e\u7ed3\u6784\u5316\u6587\u672c，\u5728\u8fdb\u5165\u77e5\u8bc6\u5e93\u4e4b\u524d，\u90fd\u5fc5\u987b\u901a\u8fc7 Ontology \u7684\u8bed\u4e49\u88c1\u526a\u3002\u8fd9\u4e0d\u4ec5\u786e\u4fdd\u4e86\u9500\u552e\u3001\u8d22\u52a1\u3001\u4f9b\u5e94\u94fe\u7b49\u8de8\u90e8\u95e8\u7cfb\u7edf\u5728\u4f7f\u7528\u5927\u6a21\u578b\u65f6\u62e5\u6709\u552f\u4e00\u7684\u3001\u5bf9\u9f50\u7684\u4e1a\u52a1\u5e95\u5ea7，\u66f4\u50cf\u4e00\u9053\u9632\u706b\u5899，\u5728\u6700\u524d\u7aef\u62e6\u622a\u4f4f\u56e0\u5927\u6a21\u578b\u81ea\u7531\u53d1\u6325\u800c\u4ea7\u751f\u7684\u8bed\u4e49\u6f02\u79fb\u3002<\/span><\/span><\/span><\/span><\/p>\n

        2. \u62d3\u6251\u7ea6\u675f\u4e0b\u7684\u9ad8\u7cbe\u53ec\u56de\u5c42（Graph RAG）\u00a0\u4f20\u7edf\u7684 Graph RAG \u5bb9\u6613\u5728\u62bd\u53d6\u4e09\u5143\u7ec4\u65f6\u9677\u5165\u201c\u5b9e\u4f53\u6cdb\u6ee5\u201d\u7684\u6ce5\u6f6d\u3002\u800c\u6709\u4e86 Ontology \u7684\u7269\u7406\u7ea6\u675f，\u5927\u6a21\u578b\u5728\u89e3\u6790\u5343\u4e07\u4efd\u6587\u6863\u65f6，\u88ab\u8d4b\u4e88\u4e86\u4e25\u683c\u7684\u8fb9\u754c\u9650\u5236\u3002\u5927\u6a21\u578b\u8f93\u51fa\u7684\u4e09\u5143\u7ec4\u5fc5\u987b\u6620\u5c04\u5230\u65e2\u5b9a\u7684\u89c4\u8303\u4e2d\u3002\u5728\u67e5\u8be2\u9636\u6bb5，\u7cfb\u7edf\u80fd\u591f\u57fa\u4e8e\u56fe\u8c31\u7684\u793e\u533a\u68c0\u6d4b（Community Detection）\u6280\u672f，\u5c06\u9ad8\u5173\u8054\u5ea6\u7684\u5b9e\u4f53\u805a\u7c7b\u5e76\u751f\u6210\u5206\u5c42\u6458\u8981\u3002\u65e0\u8bba\u662f\u9488\u5bf9\u5c40\u90e8\u7684\u7cbe\u51c6\u201c\u4e24\u8df3\u63a8\u7406\u201d，\u8fd8\u662f\u9488\u5bf9\u5168\u5c40\u7684\u201c\u98ce\u9669\u753b\u50cf\u5927\u5c40\u89c2\u201d，Graph RAG \u90fd\u80fd\u5728\u672c\u4f53\u7684\u9aa8\u67b6\u4e0a\u8dd1\u51fa\u6e05\u6670\u3001\u786e\u5b9a\u3001\u65e0\u5e7b\u89c9\u7684\u8def\u5f84\u3002<\/span><\/span><\/span><\/span><\/p>\n

        3. \u81ea\u4e3b\u89c4\u5212\u4e0e\u8de8\u7ebf\u63a8\u7406\u5c42（Agentic RAG）\u00a0\u8d4b\u4e88\u4e86 Ontology \u9aa8\u67b6\u7684 Agent，\u72b9\u5982\u83b7\u5f97\u4e86\u4e00\u5f20\u4f01\u4e1a\u5185\u90e8\u5168\u666f\u7684\u201c\u4e1a\u52a1\u6d3b\u5730\u56fe\u201d\u3002\u9762\u5bf9\u201c\u5206\u6790\u5f53\u524d\u62db\u6807\u6587\u4ef6\u5e76\u8bc4\u4f30\u5386\u53f2\u7c7b\u4f3c\u9879\u76ee\u7684\u5c65\u7ea6\u98ce\u9669\u201d\u8fd9\u79cd\u590d\u6742\u7684\u5f00\u653e\u6027\u4efb\u52a1，\u57fa\u4e8e Hermes \u6216 ReAct \u6846\u67b6\u7684\u667a\u80fd\u4f53\u4e0d\u4f1a\u76f2\u76ee\u5730\u5728\u5411\u91cf\u7a7a\u95f4\u91cc\u635e\u788e\u7eb8\u7247\u3002\u5b83\u4f1a\u901a\u8fc7\u67e5\u8be2\u5206\u89e3（Query Decomposition），\u628a\u5927\u4efb\u52a1\u62c6\u89e3\u4e3a\u6e05\u6670\u7684\u5b50\u56fe\u904d\u5386\u8def\u5f84\u3002\u5b83\u660e\u786e\u77e5\u9053：\u9a8c\u8bc1\u8d44\u8d28\u53bb\u201c\u4f01\u4e1a\u4e3b\u4f53\u8282\u70b9\u201d，\u8bc4\u4f30\u98ce\u9669\u53bb\u201c\u884c\u653f\u5904\u7f5a\u4e0e\u5408\u89c4\u8282\u70b9\u201d，\u6bd4\u5bf9\u8d22\u52a1\u53bb\u201c\u5f00\u7968\u5e94\u6536\u8282\u70b9\u201d\u3002Agent \u4e4b\u95f4\u7684\u591a\u667a\u80fd\u4f53（Multi-Agent）\u534f\u540c\u4e5f\u6709\u4e86\u901a\u7528\u7684\u6c9f\u901a\u534f\u8bae，\u5f7b\u5e95\u6253\u7834\u4e86\u4ee5\u5f80\u8ba4\u77e5\u4e0a\u7684\u6570\u636e\u70df\u56f1\u3002<\/span><\/span><\/span><\/span><\/p>\n

        4. \u4e0a\u4e0b\u6587\u7cbe\u7ec6\u5316\u7cbe\u70bc\u5c42（Context Engineering）\u00a0\u8fd9\u662f\u77e5\u8bc6\u5de5\u7a0b\u5316\u8f6c\u5316\u4e3a\u5546\u4e1a\u6548\u76ca\u7684\u6838\u5fc3\u4e00\u73af\u3002\u5927\u6a21\u578b\u7684\u7b97\u529b\u6210\u672c\u4e0e\u8f93\u5165\u8d28\u91cf\u7d27\u5bc6\u76f8\u5173\u3002\u901a\u8fc7 Ontology \u7684\u7c7b\u76ee\u8fc7\u6ee4\u548c Graph RAG \u7684\u56fe\u7d22\u5f15\u8def\u5f84\u526a\u679d，\u7cfb\u7edf\u80fd\u591f\u6267\u884c\u52a8\u6001\u4e0a\u4e0b\u6587\u9009\u62e9\u3002\u5b83\u6452\u5f03\u4e86\u5c06\u6574\u7bc7\u6587\u6863\u7c97\u66b4\u6295\u5582\u7684\u4f4e\u6548\u505a\u6cd5，\u800c\u662f\u5c06\u6700\u76f8\u5173\u7684\u5b9e\u4f53\u5173\u7cfb\u7f51\u3001\u6807\u91cf\u8fc7\u6ee4\u6761\u4ef6\u548c\u9ad8\u5bc6\u5ea6\u7684\u77e5\u8bc6\u6458\u8981，\u538b\u7f29\u6210\u7d27\u51d1\u7684\u4e0a\u4e0b\u6587\u5305\u88f9\u9001\u8fbe LLM\u3002\u8fd9\u79cd\u7cbe\u7ec6\u5316\u7ba1\u7406\u80fd\u8ba9 Token \u6d88\u8017\u91cf\u65ad\u5d16\u5f0f\u964d\u4f4e 60% \u5230 80%，\u540c\u65f6\u5c06\u4fe1\u606f\u7684\u6709\u6548\u4fdd\u7559\u7387\u63d0\u5347\u81f3 90% \u4ee5\u4e0a，\u8ba9\u4f01\u4e1a\u7684\u7b97\u529b\u6210\u672c\u771f\u6b63\u82b1\u5728\u5200\u5203\u4e0a\u3002<\/span><\/span><\/span><\/span><\/p>\n<\/p>\n

        \"\u56fe\u7247\"<\/p>\n

        \n

        \u516d\u3001 \u7ed3\u8bed：\u4ece\u6570\u636e\u6cbb\u7406，\u8d70\u5411\u8ba4\u77e5\u6cbb\u7406<\/span><\/span><\/span><\/span><\/h3>\n

        \u56de\u671b\u6570\u5b57\u5316\u8f6c\u578b\u7684\u5386\u7a0b，\u4f01\u4e1a\u7684\u6570\u636e\u6cbb\u7406\u7ecf\u5386\u4e86\u4e24\u6b21\u91cd\u5927\u7684\u8303\u5f0f\u8de8\u8d8a\u3002<\/span><\/span><\/span><\/span><\/p>\n

        \u5728\u975e AI \u65f6\u4ee3，\u6570\u636e\u6cbb\u7406\u7684\u672c\u8d28\u662f\u201c\u683c\u5f0f\u6cbb\u7406\u201d\u4e0e\u201c\u5b57\u6bb5\u6cbb\u7406\u201d\u3002\u5de5\u7a0b\u5e08\u4eec\u628a\u7cbe\u529b\u8017\u8d39\u5728\u6e05\u6d17 NULL \u503c\u3001\u5bf9\u9f50\u4e0d\u540c\u6570\u636e\u5e93\u7684\u8868\u7ed3\u6784\u3001\u62fc\u51d1\u5386\u53f2\u62a5\u8868\u3002\u90a3\u662f\u4e00\u4e2a\u628a\u6570\u636e\u5f53\u6210\u51b7\u51b0\u51b0\u7684\u201c\u539f\u6750\u6599\u201d\u8fdb\u884c\u88ab\u52a8\u7ba1\u7406\u7684\u7c97\u653e\u65f6\u4ee3\u3002<\/span><\/span><\/span><\/span><\/p>\n

        \u800c\u8fdb\u5165\u5927\u6a21\u578b\u4e0e Agent \u65f6\u4ee3，\u6570\u636e\u6cbb\u7406\u8fce\u6765\u4e86\u5b83\u7684\u7ec8\u6781\u5f62\u6001\u2014\u2014\u8ba4\u77e5\u6cbb\u7406（Cognitive Governance）\u3002<\/span><\/span><\/span><\/span><\/p>\n

        \u8ba4\u77e5\u6cbb\u7406\u7684\u6838\u5fc3，\u4e0d\u518d\u662f\u5355\u7eaf\u5730\u6d17\u51c0\u6570\u636e，\u800c\u662f\u6c89\u6dc0\u548c\u663e\u5f0f\u8868\u8fbe\u4f01\u4e1a\u7684\u6838\u5fc3\u4e1a\u52a1\u7ecf\u9a8c\u4e0e\u8001\u4e13\u5bb6\u7684\u6697\u9ed8\u77e5\u8bc6（Know-how）\u3002Ontology \u5c31\u662f\u8fd9\u79cd\u8ba4\u77e5\u7684\u6570\u5b57\u5316\u7ed3\u6676\u3002\u5b83\u7528\u673a\u5668\u53ef\u8bfb\u7684\u786c\u903b\u8f91，\u628a\u4eba\u7c7b\u793e\u4f1a\u7684\u5546\u4e1a\u5171\u8bc6\u3001\u98ce\u63a7\u7ea2\u7ebf\u4e0e\u7ec4\u7ec7\u67b6\u6784，\u7262\u7262\u5730\u70d9\u5370\u5728 AI \u5e95\u5ea7\u7684\u57fa\u56e0\u91cc\u3002<\/span><\/span><\/span><\/span><\/p>\n

        \u8fd9\u5f7b\u5e95\u91cd\u5851\u4e86\u4f01\u4e1a\u7684\u6570\u5b57\u56de\u62a5\u7387（ROI）\u3002\u6570\u636e\u6cbb\u7406\u4e0d\u518d\u662f\u4e00\u4e2a\u5355\u7eaf\u6d88\u8017\u9884\u7b97\u7684\u201c\u6210\u672c\u4e2d\u5fc3\u201d，\u800c\u662f\u76f4\u63a5\u8715\u53d8\u4e3a\u9a71\u52a8\u667a\u80fd\u5316\u8f6c\u578b\u7684\u201c\u6838\u5fc3\u5f15\u64ce\u201d\u3002\u6b63\u662f\u6709\u4e86 Ontology \u7684\u4fdd\u9a7e\u62a4\u822a，\u4f01\u4e1a\u624d\u80fd\u5728\u79c1\u6709\u5185\u7f51\u5b89\u5168\u3001\u4f4e\u6210\u672c\u5730\u90e8\u7f72\u672c\u5730\u5316\u5c0f\u8bed\u8a00\u6a21\u578b（SLM），\u5728\u7edd\u5bf9\u4e0d\u6cc4\u9732\u5546\u4e1a\u673a\u5bc6\u3001\u7edd\u4e0d\u51fa\u57df\u7684\u5408\u89c4\u7ea2\u7ebf\u4e0b，\u9a7e\u9a6d\u9ad8\u9636 Agent \u66ff\u4eba\u7c7b\u53bb\u5b8c\u6210\u590d\u6742\u7684\u5546\u4e1a\u51b3\u7b56\u3002<\/span><\/span><\/span><\/span><\/p>\n

        \u8fd9\u4e5f\u63ed\u793a\u4e86\u4e00\u4e2a\u6b8b\u9177\u7684\u884c\u4e1a\u771f\u76f8：\u5982\u679c\u4e00\u5bb6\u4f01\u4e1a\u4e0d\u62e5\u6709\u81ea\u5df1\u7684 Ontology，\u5b83\u5c31\u4ece\u672a\u771f\u6b63\u62e5\u6709\u8fc7\u81ea\u5df1\u7684 AI \u6218\u7565\u3002\u56e0\u4e3a\u5b83\u7684\u5927\u8111，\u59cb\u7ec8\u5bc4\u751f\u5728\u901a\u7528\u5927\u6a21\u578b\u90a3\u7247\u672a\u77e5\u7684\u3001\u968f\u65f6\u53ef\u80fd\u4ea7\u751f\u5e7b\u89c9\u7684\u516c\u5171\u8bb0\u5fc6\u91cc\u3002<\/span><\/span><\/span><\/p>\n

        \u98ce\u66b4\u5df2\u7ecf\u6c47\u805a，\u6d6a\u6f6e\u6b63\u5728\u7ffb\u6d8c\u3002\u7834\u8bd1\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u5bc6\u7801，\u6784\u5efa\u4e13\u5c5e\u7684\u672c\u4f53\u9aa8\u67b6，\u662f\u4f01\u4e1a\u8de8\u8d8a\u5b64\u5c9b\u3001\u8d70\u5411\u667a\u80fd\u81ea\u6cbb<\/span><\/span>\u4e0d\u53ef\u903e\u8d8a\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002\u4f60\u7684\u4f01\u4e1a，\u51c6\u5907\u597d\u957f\u51fa\u81ea\u5df1\u7684\u9aa8\u67b6\u4e86\u5417？<\/span><\/span><\/span><\/span><\/p>\n<\/p>\n

        \"\u56fe\u7247\"<\/p>\n

        \u7fbd\u5c71\u6570\u636e\u662f\u4e00\u5bb6\u9762\u5411\u4f01\u4e1a\u573a\u666f\u7684\u6570\u636e\u667a\u80fd\u4e0e AI Agent \u89e3\u51b3\u65b9\u6848\u670d\u52a1\u5546\u3002<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

        \u516c\u53f8\u4ee5\u5408\u89c4\u6570\u636e\u80fd\u529b\u4e3a\u5e95\u5ea7，\u7ed3\u5408\u6570\u636e\u6cbb\u7406\u3001AI \u5206\u6790\u3001\u884c\u4e1a\u667a\u80fd\u4f53\u4e0e\u79c1\u6709\u5316\u672c\u5730\u6a21\u578b\u8bad\u7ec3\u4ea4\u4ed8\u80fd\u529b，\u4e3a\u91d1\u878d\u98ce\u63a7\u3001\u653f\u52a1\u76d1\u7ba1\u3001\u4f01\u4e1a\u6838\u9a8c\u3001\u4f9b\u5e94\u94fe\u7ba1\u7406\u3001\u6570\u636e\u6cbb\u7406\u7b49\u573a\u666f\u63d0\u4f9b\u6570\u667a\u878d\u5408\u89e3\u51b3\u65b9\u6848\u3002<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

        \u9762\u5411\u4f01\u4e1a\u6570\u667a\u5316\u8f6c\u578b\u9700\u6c42，\u7fbd\u5c71\u6570\u636e\u901a\u8fc7\u6570\u636e\u4ea7\u54c1\u3001\u667a\u80fd\u4f53\u5e94\u7528\u3001\u573a\u666f\u5316Demo\u3001PoC \u9a8c\u8bc1\u4e0e FDE \u9879\u76ee\u5236\u4ea4\u4ed8，\u5e2e\u52a9\u5ba2\u6237\u628a\u6570\u636e\u771f\u6b63\u8f6c\u5316\u4e3a\u53ef\u5206\u6790\u3001\u53ef\u6267\u884c\u3001\u53ef\u5ba1\u8ba1\u3001\u53ef\u843d\u5730\u7684\u4e1a\u52a1\u80fd\u529b\u3002<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

        📌\u5173\u4e8e\u7fbd\u5c71\u6570\u636e<\/span><\/span><\/p>\n

        \u9762\u5411\u4f01\u4e1a\u6570\u667a\u5316\u8f6c\u578b\u9700\u6c42，\u7fbd\u5c71\u6570\u636e\u901a\u8fc7\u6570\u636e\u4ea7\u54c1\u3001\u667a\u80fd\u4f53\u5e94\u7528\u3001\u573a\u666f\u5316 Demo\u3001PoC \u9a8c\u8bc1\u4e0e FDE \u9879\u76ee\u5236\u4ea4\u4ed8，\u5e2e\u52a9\u5ba2\u6237\u628a\u6570\u636e\u771f\u6b63\u8f6c\u5316\u4e3a\u53ef\u5206\u6790\u3001\u53ef\u6267\u884c\u3001\u53ef\u5ba1\u8ba1\u3001\u53ef\u843d\u5730\u7684\u4e1a\u52a1\u80fd\u529b\u3002\u5728 AI \u7f16\u7a0b\u5de5\u5177\u5e94\u7528\u9886\u57df，\u7fbd\u5c71\u5f3a\u8c03\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u5de5\u7a0b\u5b9e\u8df5：AI \u8d1f\u8d23\u52a0\u901f\u53ef\u6807\u51c6\u5316\u90e8\u5206，\u4eba\u8d1f\u8d23\u67b6\u6784\u5224\u65ad\u3001\u4ee3\u7801\u5ba1\u67e5\u548c\u8d28\u91cf\u628a\u63a7，\u786e\u4fdd AI \u63d0\u5347\u7684\u662f\u56e2\u961f\u771f\u5b9e\u7684\u4ea4\u4ed8\u80fd\u529b，\u800c\u4e0d\u53ea\u662f\u4ee3\u7801\u63d0\u4ea4\u91cf\u3002<\/span><\/span><\/p>\n

        \u25cf \u5546\u52a1\u5408\u4f5c：\u5b5f\u7ecf\u7406<\/span><\/span><\/p>\n

        \u25cf Email：mengfanhui@yushanshuju.com<\/span><\/span><\/p>\n

        \u25cf \u516c\u53f8\u5b98\u7f51：www.usendata.com\/<\/span><\/span><\/p>\n

        \u25cf \u5730\u5740：\u4e0a\u6d77\u5e02\u8679\u53e3\u533a\u98de\u8679\u8def 118 \u53f7
        \n\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014
        \n\u7248\u6743\u58f0\u660e：\u672c\u6587\u4e3aCSDN\u535a\u4e3b\u300c\u7fbd\u5c71\u6570\u667a\u300d\u7684\u539f\u521b\u6587\u7ae0，\u9075\u5faaCC 4.0 BY-SA\u7248\u6743\u534f\u8bae，\u8f6c\u8f7d\u8bf7\u9644\u4e0a\u539f\u6587\u51fa\u5904\u94fe\u63a5\u53ca\u672c\u58f0\u660e\u3002
        \n\u539f\u6587\u94fe\u63a5：https:\/\/blog.csdn.net\/qq_19311825\/article\/details\/163828707<\/span><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

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