{"id":1051950,"date":"2025-12-02T16:16:11","date_gmt":"2025-12-02T16:16:11","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=1051950"},"modified":"2025-12-03T08:36:17","modified_gmt":"2025-12-03T08:36:17","slug":"will-the-future-of-agentic-ai-rely-on-knowledge-graphs","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/will-the-future-of-agentic-ai-rely-on-knowledge-graphs\/","title":{"rendered":"\u672a\u6765\u7684\u4ee3\u7406 AI \u662f\u5426\u4f1a\u4f9d\u8d56\u4e8e\u77e5\u8bc6\u56fe\u8c31\uff1f"},"content":{"rendered":"

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\u9605\u8bfb\u6587\u7ae0<\/p>\n<\/div>

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  • \u5efa\u8bae\uff1a<\/strong> \u67e5\u627e\u4e0e\u5176\u5173\u7cfb\u76f8\u4f3c\u7684\u9879\u76ee\uff1a\u4f8b\u5982\uff0c\u5177\u6709\u76f8\u4f3c\u5386\u53f2\u8d2d\u4e70\u8bb0\u5f55\u7684\u5176\u4ed6\u4eba\u8d2d\u4e70\u7684\u4ea7\u54c1\uff0c\u6216\u4e0e\u76f8\u4f3c\u4e3b\u9898\u3001\u65f6\u671f\u3001\u4f5c\u8005\u7b49\u76f8\u5173\u7684\u6587\u4ef6\u3002.<\/li>\n
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    \"\"<\/p>\n

    \u6280\u672f\u8bf4\u660e\uff1a<\/em><\/p>\n

      \n
    • \u5728\u56fe database \u4e2d\uff0cSPARQL \u67e5\u8be2\u5229\u7528\u4e86\u5185\u7f6e\u63a8\u7406\uff1a\u5f15\u64ce\u53ef\u4ee5\u4ece data \u6a21\u578b\u4e2d\u7684\u73b0\u6709\u94fe\u63a5\u81ea\u52a8\u63a8\u5bfc\u51fa\u65b0\u7684\u5173\u7cfb\uff08\u4e8b\u5b9e\uff09\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4e00\u4e2a\u8bed\u53e5\u540c\u65f6\u8fde\u63a5\u5230\u4e00\u4e2a\u6848\u4f8b\u548c\u4e00\u4e2a\u4f1a\u8bdd\uff0c\u5f15\u64ce\u5c31\u80fd\u63a8\u65ad\u5e76\u81ea\u52a8\u521b\u5efa\u6d3e\u751f\u5173\u7cfb mem:sessionLinkedToCase\uff0c\u5c06\u4f1a\u8bdd\u76f4\u63a5\u8fde\u63a5\u5230\u6848\u4f8b\uff0c\u800c\u65e0\u9700\u663e\u5f0f\u5b58\u50a8\u3002.<\/li>\n
    • SPARQL \u8def\u5f84\u8868\u8fbe\u5f0f\uff08^mem:hasParticipant\/mems:sessionFollowedBy*\uff09\u6267\u884c\u9012\u5f52\u904d\u5386\uff1a\u5b83\u4ee5\u7528\u6237\u4e3a\u8d77\u70b9\uff0c\u4f9d\u6b21\u8ddf\u8e2a\u6240\u6709\u8fde\u63a5\u7684\u4f1a\u8bdd\u3002\u8fd9\u4e0e SQL \u4e2d\u7684\u9012\u5f52 CTE\uff08WITH RECURSIVE ... UNION ALL ...\uff09\u76f8\u5bf9\u5e94\uff0c\u540e\u8005\u4f1a\u8fed\u4ee3\u8ddf\u8e2a next_session_id \u94fe\uff0c\u68c0\u7d22\u5c5e\u4e8e\u7528\u6237\u7684\u6240\u6709\u4f1a\u8bdd\u3002.<\/li>\n
    • \u7531\u4e8e\u5173\u7cfb\u662f\u56fe\u4e2d\u7684\u539f\u751f\u8fb9\uff0cSPARQL \u7528\u66f4\u5c11\u7684\u8fde\u63a5\u6765\u8868\u8fbe\u76f8\u540c\u7684\u903b\u8f91\u3002session mem:sessionLinkedToCase data:case_xyz \u6a21\u5f0f\u76f4\u63a5\u6355\u6349\u4e86 SQL \u5fc5\u987b\u901a\u8fc7\u591a\u4e2a\u8868\u8fde\u63a5\uff08JOIN \u8bed\u53e5\u3001JOIN \u6848\u4f8b\uff09\u6765\u91cd\u6784\u7684\u5185\u5bb9\uff0c\u5c55\u793a\u4e86\u904d\u5386\u5982\u4f55\u4ee5\u8bed\u4e49\u7684\u7b80\u6d01\u6027\u53d6\u4ee3\u5173\u7cfb\u7684\u590d\u6742\u6027\u3002.<\/li>\n<\/ul>\n

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      \u4f20\u7edf\u8868\u683c\u7cbe\u5ea6\u9ad8\uff0c\u4f46\u9002\u5e94\u6027\u5dee\u3002\u4efb\u4f55\u6a21\u5f0f\u7684\u6539\u53d8\u90fd\u4f1a\u6ce2\u53ca\u6574\u4e2a\u7cfb\u7edf\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u77e5\u8bc6\u56fe\u8c31\u63d0\u4f9b\u4e86\u4e00\u4e2a \u8bed\u4e49\u7075\u6d3b\u6a21\u578b<\/strong> \u65b0\u7684\u5b9e\u4f53\u7c7b\u578b\u6216\u5173\u7cfb\u53ef\u4ee5\u5728\u4e0d\u7834\u574f\u73b0\u6709\u7ed3\u6784\u7684\u60c5\u51b5\u4e0b\u9010\u6b65\u5f15\u5165\u3002\u56e0\u6b64\uff0c\u5b83\u4eec\u7279\u522b\u9002\u7528\u4e8e\u5fc5\u987b\u6574\u5408\u5f02\u6784\u548c\u6613\u53d8\u4fe1\u606f\u5e76\u4e0d\u65ad\u66f4\u65b0\u7406\u89e3\u7684\u4ee3\u7406\u7cfb\u7edf\u3002.<\/p>\n

      \u8fd9\u79cd\u7075\u6d3b\u6027\u8fd8\u5ef6\u4f38\u5230\u7ed3\u6784\u5316 data \u548c\u975e\u7ed3\u6784\u5316\u6587\u672c\u7684\u878d\u5408\u3002\u4f8b\u5982\uff0c\u56fe\u53ef\u4ee5\u5c06\u5408\u540c\u8282\u70b9\uff08\u5e26\u6709\u5408\u540c ID \u7b49\u5c5e\u6027\uff09\u4e0e\u975e\u7ed3\u6784\u5316\u6587\u672c\u7247\u6bb5\u53ca\u5176\u5d4c\u5165\u8fde\u63a5\u8d77\u6765\u3002\u7136\u540e\uff0c\u8fd9\u4e9b\u6587\u672c\u8282\u70b9\u8fde\u63a5\u5230\u66f4\u9ad8\u5c42\u6b21\u7684\u8bed\u4e49\u6982\u5ff5\u6216\u6587\u6863\u5206\u7c7b\u3002\u5728\u8fd9\u79cd\u67b6\u6784\u4e2d\uff0c\u4ee3\u7406\u53ef\u4ee5\u901a\u8fc7\u786e\u5b9a\u6027\u56fe\u67e5\u8be2\u6765\u6267\u884c\u68c0\u7d22\uff08\u201c\u67e5\u627e\u4e0e\u4e3b\u9898 X \u76f8\u5173\u7684\u5408\u540c\u5e76\u68c0\u7d22\u5176\u76f8\u5173\u6587\u672c\u7247\u6bb5\u201d\uff09\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u4e8e\u4e34\u65f6\u7684 RAG \u7ba1\u9053\u3002\u53e6\u4e00\u79cd\u65b9\u6cd5\u4e5f\u662f\u53ef\u884c\u7684\uff1a\u4ee3\u7406\u53ef\u4ee5\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\u4e30\u5bcc\u901a\u8fc7\u5411\u91cf\u5b58\u50a8\u7684\u5411\u91cf\u76f8\u4f3c\u6027\u641c\u7d22\u68c0\u7d22\u5230\u7684\u6570\u636e\u5757\u3002\u8fd9\u6837\u505a\u7684\u7ed3\u679c\u662f\uff0c\u5c06\u7b26\u53f7\u7ed3\u6784\u4e0e\u77e2\u91cf\u8bed\u4e49\u7ed3\u5408\u5728\u4e00\u4e2a\u5355\u4e00\u3001\u8fde\u8d2f\u7684\u6a21\u578b\u4e2d\uff0c\u5b9e\u73b0\u4e86\u66f4\u53ef\u9760\u3001\u66f4\u53ef\u89e3\u91ca\u7684\u68c0\u7d22\u3002.<\/p>\n

      \u5c06\u81ea\u4e3b\u6027\u5efa\u7acb\u5728\u53ef\u6838\u67e5\u7684\u771f\u7406\u4e4b\u4e0a<\/strong><\/p>\n

      \u77e5\u8bc6\u56fe\u8c31\u63d0\u4f9b\u4e86 \u8bed\u4e49\u9aa8\u5e72<\/strong> \u4ee3\u7406\u7cfb\u7edf\u5728\u884c\u52a8\u65f6\u9700\u8981\u6709\u4fe1\u5fc3\u3002\u5b83\u4eec\u7f16\u7801\u4e86\u660e\u786e\u7684\u3001\u7ecf\u8fc7\u7b56\u5212\u7684\u5173\u7cfb\uff0c\u8fd9\u4e9b\u5173\u7cfb\u53ef\u4ee5 \u786e\u5b9a\u5730\u67e5\u8be2<\/strong>, \u5728\u5b9a\u4e49\u660e\u786e\u7684\u903b\u8f91\u4e0b\uff0c\u6bcf\u6b21\u90fd\u80fd\u5f97\u51fa\u76f8\u540c\u7684\u7b54\u6848\u3002\u8fd9\u4e0e \u68c0\u7d22-\u589e\u5f3a\u751f\u6210\uff08RAG\uff09<\/strong>, \u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u56de\u7b54\u53d6\u51b3\u4e8e\u6982\u7387\u6392\u5e8f\u548c\u6587\u672c\u751f\u6210\u3002\u867d\u7136 RAG \u5bf9\u4e8e\u5f00\u653e\u5f0f\u63a2\u7d22\u4ecd\u5f88\u6709\u4ef7\u503c\uff0c\u4f46\u5176\u8f93\u51fa\u4e0d\u80fd\u4fdd\u8bc1\u8be6\u5c3d\u65e0\u9057\uff0c\u800c\u4e14\u96be\u4ee5\u9a8c\u8bc1\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u77e5\u8bc6\u56fe\u8c31\u53ef\u63d0\u4f9b \u5728\u5176\u8303\u56f4\u5185\u5b8c\u6210\u53ec\u56de<\/strong> \u548c \u900f\u660e\u51fa\u5904<\/strong> \u7684\u6bcf\u4e00\u4e2a\u7ed3\u679c\u3002.<\/p>\n

      \u5f53\u4ee3\u7406\u5bf9\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u64cd\u4f5c\u65f6\uff0c\u5b83\u5e76\u4e0d\u662f\u4ece\u8fd1\u4f3c\u7684\u6587\u672c\u5339\u914d\u4e2d\u7ec4\u5408\u51fa\u7b54\u6848\uff1a\u5b83\u662f \u7a7f\u8d8a\u53ef\u9a8c\u8bc1\u7684\u8fde\u63a5<\/strong> \u4ee5\u7ed3\u6784\u5316\u610f\u4e49\u4e3a\u57fa\u7840\u3002\u8fd9\u79cd\u533a\u522b\u5bf9\u4e8e\u6cbb\u7406\u81f3\u5173\u91cd\u8981\uff1a\u5b83\u4f7f\u4ee3\u7406\u80fd\u591f\u81ea\u4fe1\u5730\u89c4\u5212\u591a\u6b65\u9aa4\u884c\u52a8\uff0c\u4ece\u53ef\u4fe1\u7684 data \u4e2d\u63a8\u65ad\u51fa\u65b0\u7684\u5173\u7cfb\uff0c\u5e76\u901a\u8fc7\u53ef\u5ba1\u8ba1\u7684\u8def\u5f84\u89e3\u91ca\u5176\u63a8\u7406\u3002.<\/p>\n

      \u672c\u4f53\u8bba\u4f7f\u673a\u5668\u80fd\u591f\u7406\u89e3\u4f01\u4e1a\u77e5\u8bc6<\/h2>\n

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      \u4ece\u5171\u4eab\u8bed\u8a00\u5230\u5171\u4eab\u903b\u8f91<\/strong><\/p>\n

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      \"\"<\/p>\n

      \u5c06\u975e\u7ed3\u6784\u5316\u6587\u672c\u5f15\u5165\u56fe\u8868<\/strong><\/p>\n

      \u6587\u672c\u5230\u56fe\u5f62\u7ba1\u9053<\/strong> \u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u548c\u672c\u4f53\u6307\u5bfc\u4e0b\u7684\u5b9e\u4f53\u63d0\u53d6\uff0c\u81ea\u52a8\u586b\u5145\u77e5\u8bc6\u56fe\u8c31\u3002\u4f8b\u5982<\/p>\n

        \n
      • \u96c6\u4e2d\u6536\u96c6 - \u4ee3\u7406\u4eba\u7684\u957f\u671f\u8bb0\u5fc6\uff1a<\/strong> \u64cd\u4f5c\u65e5\u5fd7\u548c\u5bf9\u8bdd\u5386\u53f2\u53ef\u4ee5\u6574\u5408\u5230\u4e00\u4e2a\u5171\u4eab\u56fe\u4e2d\uff0c\u8ba9\u4eba\u5de5\u667a\u80fd\u52a9\u7406\u80fd\u591f\u6301\u7eed\u56de\u5fc6\u8d77\u8fc7\u53bb\u7684\u80cc\u666f\u548c\u51b3\u7b56\u3002\u8fd9\u786e\u4fdd\u4e86\u5386\u53f2\u64cd\u4f5c\u67e5\u8be2\u7684\u5b8c\u6574\u6027\u548c\u51c6\u786e\u6027\uff0c\u6bd4\u5bf9\u539f\u59cb\u6587\u672c\u8fdb\u884c\u6982\u7387\u68c0\u7d22\u66f4\u53ef\u9760\u3002.<\/li>\n
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        \u4fdd\u6301\u610f\u4e49\u3001\u8d28\u91cf\u548c\u4fe1\u4efb<\/strong><\/p>\n

        \u5728\u9ad8\u98ce\u9669\u573a\u666f\u3001\u8d22\u52a1\u62a5\u544a\u3001\u76d1\u7ba1\u5ba1\u8ba1\u4e2d\uff0c\u4eba\u5de5\u9a8c\u8bc1\u4ecd\u7136\u5fc5\u4e0d\u53ef\u5c11\uff0c\u4f46\u81ea\u52a8\u5316\u53ef\u4ee5\u5904\u7406\u5927\u591a\u6570\u4f4e\u98ce\u9669\u60c5\u51b5\uff0c\u5982\u5bf9\u8bdd\u52a9\u7406\u3002\u672c\u4f53\u7684\u5236\u7ea6\u56e0\u7d20\u53ef\u4f5c\u4e3a \u8d28\u91cf\u95e8<\/strong>, \u786e\u4fdd\u65b0\u7684 data \u7b26\u5408\u7ec4\u7ec7\u8bed\u4e49\uff0c\u5e76\u80fd\u5f97\u5230\u4e0b\u6e38\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u4fe1\u4efb\u3002.<\/p>\n

        \u5f53\u7136\uff0c\u4fdd\u6301\u8fd9\u79cd\u7075\u6d3b\u6027\u9700\u8981\u4ed8\u51fa\u4ee3\u4ef7\uff1a\u672c\u4f53\u5fc5\u987b\u4e0e\u4e1a\u52a1\u540c\u6b65\u53d1\u5c55\u3002\u4e0d\u8fc7\uff0c\u8fd9\u79cd\u7ef4\u62a4\u5de5\u4f5c\u8fdc\u6bd4\u6e05\u7406\u548c\u91cd\u65b0\u8fde\u63a5\u4e0d\u540c\u8868\u683c\u7684\u91cd\u590d\u6027\u5de5\u4f5c\u8981\u8f7b\u677e\u5f97\u591a\u3002\u56de\u62a5\u662f \u81ea\u6d3d\u3001\u53ef\u89e3\u91ca\u7684 data \u7ec7\u7269<\/strong> \u8ba9\u6bcf\u4e2a\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u90fd\u80fd\u81ea\u4fe1\u5730\u8fdb\u884c\u67e5\u8be2\u3002.<\/p>\n

        \u8bed\u4e49\uff1aData \u548c\u4ee3\u7406\u7f51\u683c\u7684\u6cbb\u7406\u7c98\u5408\u5242<\/h2>\n

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        \"\"<\/p>\n

        \u5728\u57fa\u4e8e\u56fe\u5f62\u7684\u751f\u6001\u7cfb\u7edf\u4e2d\uff1a<\/p>\n

          \n
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