{"id":789213,"date":"2025-07-21T18:09:01","date_gmt":"2025-07-21T17:09:01","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=789213"},"modified":"2025-09-29T10:19:01","modified_gmt":"2025-09-29T09:19:01","slug":"the-future-of-agentic-supervision-from-governance-principles-to-operational-readiness","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/the-future-of-agentic-supervision-from-governance-principles-to-operational-readiness\/","title":{"rendered":"Artefact \u8c03\u67e5 \u201c\u4ee3\u7406\u76d1\u7763\u7684\u672a\u6765\u201d--\u4e3b\u8981\u89c2\u70b9"},"content":{"rendered":"

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\u6838\u5fc3\u6743\u8861\uff1a\u4ef7\u503c\u4e0e\u98ce\u9669<\/h2>\n

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    \n
  1. \u89c2\u5bdf<\/b>:\u6355\u6349\u7ed3\u6784\u5316\u9065\u6d4b data--\u8f93\u5165\u3001\u8f93\u51fa\u3001\u5de5\u5177\u8c03\u7528\u3001\u9519\u8bef\u548c\u4eba\u4e3a\u53cd\u9988\u3002.<\/li>\n
  2. \u8bc4\u4f30<\/b>:\u4f7f\u7528\u8d28\u91cf\u6307\u6807\u548c\u98ce\u9669\u6307\u6807\uff0c\u6839\u636e\u4f01\u4e1a\u786e\u5b9a\u7684\u76ee\u6807\u548c\u63a7\u5236\u9608\u503c\u8bc4\u4f30\u7ee9\u6548\u3002.<\/li>\n
  3. \u884c\u52a8<\/b>:\u5347\u7ea7\u548c\u7ba1\u7406\u4e8b\u6545\u3001\u91cd\u65b0\u57f9\u8bad\u6a21\u578b\u3001\u8c03\u6574\u9632\u62a4\u680f\u6216\u56de\u6eda\u4ee3\u7406\u66f4\u65b0\u3002.<\/li>\n<\/ol>\n

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    \u6cd5\u5b66\u7855\u58eb\u4f5c\u4e3a\u6cd5\u5b98\u7684\u4f5c\u7528<\/h2>\n

    \u8bc4\u4f30 LLM \u751f\u6210\u7684\u7ed3\u679c\u53ef\u80fd\u65e2\u4e3b\u89c2\u53c8\u8017\u65f6\u3002\u8fd9\u5c31\u662f \"\u6cd5\u5f8b\u7855\u58eb\u5373\u6cd5\u5b98 \"\u6280\u672f\u53d1\u6325\u4f5c\u7528\u7684\u5730\u65b9\u3002\u8fd9\u5305\u62ec\u4f7f\u7528\u72ec\u7acb\u7684 LLM \u5bf9\u5176\u4ed6 LLM \u7684\u8f93\u51fa\u8fdb\u884c\u8bc4\u5206\uff0c\u8bc4\u4f30\u54cd\u5e94\u7684\u76f8\u5173\u6027\u3001\u4e8b\u5b9e\u6027\u6216\u8bed\u6c14\u3002.<\/p>\n

    \u867d\u7136\u6709\u4e9b\u4eba\u53ef\u80fd\u5bf9\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u6765\u8bc4\u5224\u4eba\u5de5\u667a\u80fd\u6301\u6000\u7591\u6001\u5ea6\uff0c\u4f46\u7ecf\u9a8c\u8868\u660e\uff0c\u72ec\u7acb\u6a21\u578b\u53ef\u4ee5\u53ef\u9760\u5730\u8bc4\u4f30\u751f\u6210\u7684\u8f93\u51fa\u7ed3\u679c\u3002\u4e0d\u8fc7\uff0c\u53ef\u9760\u7684 \u201cLLM-as-a-Judge \u201d\u7684\u6761\u4ef6\u662f\u7b80\u5355\uff0c\u5e76\u4e14\u53ea\u8981\u6c42\u4e8c\u5143\u5224\u65ad\uff0c\u5982 \u201c\u53ef\u63a5\u53d7\u6216\u4e0d\u53ef\u63a5\u53d7\u201d\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u751f\u6210\u7279\u5b9a\u4e8c\u8fdb\u5236\u6807\u51c6\u7684 \u201c\u7b80\u5355\u4eba\u5de5\u667a\u80fd \u201d\u5728\u8bc4\u5224\u751f\u6210\u5197\u957f\u6587\u672c\u7684 \"\u590d\u6742\u4eba\u5de5\u667a\u80fd \"\u65f6\u975e\u5e38\u6709\u6548\u3002\u8fd9\u79cd\u6280\u672f\u52a0\u5feb\u4e86\u8bc4\u4f30\u6d41\u7a0b\uff0c\u51cf\u5c11\u4e86\u6bcf\u4e2a\u6848\u4f8b\u5bf9\u4eba\u5de5\u8bc4\u5224\u5458\u7684\u4f9d\u8d56\uff0c\u5c3d\u7ba1\u5728\u9ad8\u98ce\u9669\u7684\u8bc4\u5ba1\u4e2d\uff0c\u4eba\u5de5\u8bc4\u5224\u4ecd\u7136\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002.<\/p>\n

    \u62a4\u680f\u662f\u5b89\u5168\u7f51\uff0c\u4ece\u7b2c\u4e00\u5929\u5f00\u59cb\u5c31\u8981\u8bbe\u7f6e<\/h2>\n

    \u8bc4\u4f30\u662f\u901a\u8fc7\u4e3b\u52a8\u63a7\u5236\u9632\u6b62\u5df2\u77e5\u6545\u969c\u6a21\u5f0f\u7684\u9632\u62a4\u7f51\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002\u62a4\u680f\u53ef\u5e94\u7528\u4e8e\u8f93\u5165\u5c42\uff08\u5982\u8fc7\u6ee4\u63d0\u793a\u6ce8\u5165\uff09\u3001\u8f93\u51fa\u5c42\uff08\u5982\u963b\u6b62\u4e0d\u5b89\u5168\u7684\u5b8c\u6210\uff09\uff0c\u6216\u901a\u8fc7\u4e2d\u95f4\u903b\u8f91\uff08\u5982\u5de5\u5177\u8bbf\u95ee\u6761\u4ef6\uff09\u3002.<\/p>\n

    \u4f46\u662f\uff0c\u62a4\u680f\u662f\u6709\u53d6\u820d\u7684\u3002\u592a\u4e25\u683c\uff0c\u4f1a\u9020\u6210\u62d2\u7edd\u5faa\u73af\u6216\u65e0\u58f0\u6545\u969c\uff0c\u964d\u4f4e\u7528\u6237\u4f53\u9a8c\u3002\u592a\u677e\u5219\u4f1a\u8d85\u51fa\u98ce\u9669\u627f\u53d7\u80fd\u529b\u3002\u62a4\u680f\u5fc5\u987b\u968f\u7740\u4ee3\u7406\u7684\u80fd\u529b\u548c\u4e1a\u52a1\u6210\u719f\u5ea6\u800c\u53d1\u5c55\uff0c\u4ece\u4e25\u683c\u7684\u62a4\u680f\u5f00\u59cb\uff0c\u4ee5\u786e\u4fdd\u4fe1\u4efb\uff0c\u7136\u540e\u9010\u6e10\u653e\u677e\uff0c\u5728\u63a7\u5236\u98ce\u9669\u7684\u540c\u65f6\u63d0\u9ad8\u4ef7\u503c\u3002\u56e0\u6b64\uff0c\u8bbe\u8ba1\u3001\u6d4b\u8bd5\u548c\u8c03\u6574\u9632\u62a4\u680f\u4e0d\u662f\u4e00\u6b21\u6027\u4efb\u52a1\uff0c\u800c\u662f\u6301\u7eed\u76d1\u7ba1\u751f\u547d\u5468\u671f\u7684\u4e00\u90e8\u5206\u3002.<\/p>\n

    \u4e8b\u4ef6\u5904\u7406\uff1a\u4eba\u529b\u76d1\u7763\u5458\u7684\u5d1b\u8d77<\/h2>\n

    \u5373\u4f7f\u662f\u4eea\u8868\u5b8c\u5584\u7684\u7cfb\u7edf\uff0c\u4e5f\u96be\u514d\u4f1a\u51fa\u73b0\u6545\u969c\u3002\u4ee3\u7406\u76d1\u7763\u7684\u4e00\u4e2a\u5173\u952e\u90e8\u5206\u5c31\u662f\u901a\u8fc7\u9632\u62a4\u680f\u68c0\u6d4b\u6545\u969c\uff0c\u5e76\u5c06\u5176\u4e0a\u62a5\u7ed9\u4eba\u7c7b\u56e2\u961f\u3002\u8fd9\u4e9b\u6545\u969c\u53ef\u80fd\u5305\u62ec\u8fdd\u53cd\u5b89\u5168\u89c4\u5b9a\u3001\u4efb\u52a1\u5931\u8d25\u3001\u8f93\u51fa\u6a21\u7cca\u6216\u5de5\u5177\u8bef\u7528\u3002.<\/p>\n

    \u7763\u5bfc\u5de5\u4f5c\u5fc5\u987b\u8bbe\u8ba1\u5f97\u6709\u5438\u5f15\u529b\u3001\u53ef\u6301\u7eed\u548c\u5bcc\u6709\u6210\u6548\u3002\u4e00\u7ebf\u4e3b\u7ba1\u9700\u8981<\/p>\n

      \n
    • \u4e30\u5bcc\u7684\u7ed3\u6784\u5316\u80cc\u666f<\/b>data\uff1a\u5b8c\u6574\u7684\u8ddf\u8e2a\u65e5\u5fd7\u3001\u89e6\u53d1\u8bf4\u660e\u3001\u7528\u6237\u5143 data\uff1a\u5b8c\u6574\u7684\u8ddf\u8e2a\u65e5\u5fd7\u3001\u89e6\u53d1\u8bf4\u660e\u3001\u7528\u6237\u5143 data\u3002.<\/li>\n
    • \u7b80\u5316\u754c\u9762<\/b>\u51b3\u7b56\u5de5\u4f5c\u6d41\u7a0b\u3001\u9ed8\u8ba4\u5efa\u8bae\u3001\u540e\u5907\u9009\u9879\u3002.<\/li>\n
    • \u667a\u80fd\u8def\u7531<\/b>\uff1a\u6839\u636e\u4e13\u4e1a\u77e5\u8bc6\u548c\u8d1f\u8f7d\u5e73\u8861\u5206\u914d\u5347\u7ea7\u3002.<\/li>\n
    • \u75b2\u52b3\u7ba1\u7406<\/b>\u786e\u4fdd\u8b66\u62a5\u6570\u91cf\u548c\u590d\u6742\u7a0b\u5ea6\u5728\u53ef\u63a7\u8303\u56f4\u5185\u3002.<\/li>\n<\/ul>\n

      \u5982\u679c\u76d1\u7763\u5de5\u4f5c\u505a\u5f97\u597d\uff0c\u5c31\u4f1a\u6210\u4e3a\u4e00\u4e2a\u826f\u6027\u5faa\u73af\uff1a\u4eba\u7684\u51b3\u5b9a\u4f1a\u5f71\u54cd\u5230 datasets \u7684\u518d\u57f9\u8bad\uff0c\u5e76\u5b8c\u5584\u62a4\u680f\u653f\u7b56\u3002\u76d1\u7763\u4e0d\u4ec5\u4ec5\u662f\u4e3a\u4e86\u904f\u5236\uff0c\u5b83\u8fd8\u80fd\u63a8\u52a8\u957f\u671f\u7684\u836f\u5242\u6539\u8fdb\u3002.<\/p>\n

      \u5de5\u5177\uff1aAgentOps \u5806\u6808<\/h2>\n

      \u8981\u5b9e\u73b0\u8fd9\u4e00\u5207\uff0c\u4f01\u4e1a\u5fc5\u987b\u91c7\u7528\u4e00\u7c7b\u65b0\u7684\u5de5\u5177\uff1aAgentOps \u5806\u6808\u3002\u5176\u4e2d\u5305\u62ec LangSmith\u3001Langfuse\u3001DeepEval\u3001Ragas\u3001PRISM Eval\u3001Giskard\u3001Arize\u3001Weights & Biases \u548c Robust Intelligence for \u7b49\u5e73\u53f0\uff1a<\/p>\n

        \n
      • \u53ef\u89c2\u5bdf\u6027<\/li>\n
      • \u8bc4\u4f30<\/li>\n
      • \u5730\u9762\u5b9e\u51b5\u6807\u6ce8<\/li>\n
      • \u5b9e\u9a8c\u8ddf\u8e2a<\/li>\n
      • \u62a4\u680f\u534f\u8c03<\/li>\n<\/ul>\n

        \u5927\u591a\u6570\u5e73\u53f0\u90fd\u7ed3\u5408\u4e86\u8fd9\u4e9b\u529f\u80fd\uff0c\u4f46\u6bcf\u4e2a\u5e73\u53f0\u90fd\u6709\u5404\u81ea\u7684\u4f18\u52bf\u3002\u6709\u4e9b\u66f4\u6ce8\u91cd\u53ef\u89c2\u5bdf\u6027\uff0c\u6709\u4e9b\u6ce8\u91cd\u4ee3\u7406\u90e8\u7f72\uff0c\u6709\u4e9b\u5219\u6ce8\u91cd\u5b89\u5168\u7b49\u5782\u76f4\u98ce\u9669\u3002\u8fd9\u4e9b\u5de5\u5177\u4e0e DevOps \u548c MLOps \u5e73\u53f0\u5982\u51fa\u4e00\u8f99\uff0c\u4f46\u9488\u5bf9\u4ee3\u7406\u7cfb\u7edf\u7684\u7279\u5b9a\u9700\u6c42\u8fdb\u884c\u4e86\u8c03\u6574\u3002\u6211\u4eec\u5efa\u8bae\u5c06\u8fd9\u4e9b\u5de5\u5177\u4e0e\u73b0\u6709\u7684 CI\/CD \u7ba1\u9053\u548c data platforms \u96c6\u6210\uff0c\u4ee5\u4fdd\u6301\u53ef\u8ffd\u6eaf\u6027\u548c\u91cd\u7528\u6027\u3002.<\/p>\n

        \u6cbb\u7406\u662f\u4e00\u9879\u56e2\u961f\u8fd0\u52a8<\/h2>\n

        \u7814\u7a76\u7684\u4e3b\u8981\u7ed3\u8bba\u4e4b\u4e00\u662f\uff0c\u4ee3\u7406\u7ba1\u7406\u4e0d\u80fd\u4ec5\u4ec5\u662f\u4eba\u5de5\u667a\u80fd\u5de5\u7a0b\u5e08\u7684\u8d23\u4efb\u3002\u4e1a\u52a1\u56e2\u961f\u5fc5\u987b\u5171\u540c\u8bbe\u8ba1\u8b66\u6212\u7ebf\uff0c\u5b9a\u4e49\u53ef\u63a5\u53d7\u7684\u98ce\u9669\u9608\u503c\uff0c\u5e76\u53c2\u4e0e\u5347\u7ea7\u534f\u8bae\u3002\u6cd5\u5f8b\u3001\u5408\u89c4\u3001\u8425\u9500\u548c\u652f\u6301\u90e8\u95e8\u5fc5\u987b\u80fd\u591f\u8bbf\u95ee\u9488\u5bf9\u5176\u98ce\u9669\u91cf\u8eab\u5b9a\u5236\u7684\u4eea\u8868\u677f\u3002.<\/p>\n

        \u8fd9\u610f\u5473\u7740\u4e00\u79cd\u65b0\u7684\u6cbb\u7406\u5f62\u5f0f\uff0c\u4e00\u79cd\u5c06\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u89c2\u5bdf\u6027\u4e0e\u4e1a\u52a1\u8d23\u4efb\u76f8\u7ed3\u5408\u7684\u6cbb\u7406\u5f62\u5f0f\u3002\u6211\u4eec\u5efa\u8bae\u4e0d\u662f\u6309\u7167\u4ee3\u7406\uff0c\u800c\u662f\u6309\u7167\u98ce\u9669\u7c7b\u578b\uff08\u5982\u6cd5\u5f8b\u3001\u8fd0\u8425\u3001\u54c1\u724c\uff09\u6765\u7ec4\u7ec7\u76d1\u7763\u56e2\u961f\uff0c\u4ee5\u4fbf\u5bf9\u591a\u4e2a\u4ee3\u7406\u8fdb\u884c\u6a2a\u5411\u76d1\u7763\u3002\u6ca1\u6709\u8fd9\u6837\u7684\u7ec4\u7ec7\uff0c\u5c31\u5f88\u96be\u6269\u5927\u4ee3\u7406\u4fe1\u4efb\u7684\u89c4\u6a21\u3002.<\/p>\n

        DataOps \u7684\u4f5c\u7528<\/h2>\n

        \u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u63ed\u793a\u4e86\u4f01\u4e1a data \u8d28\u91cf\u7684\u7f3a\u9677\uff0c\u8fd9\u5728\u4ee5\u524d\u7684\u7cfb\u7edf\u4e2d\u662f\u5f88\u5c11\u89c1\u7684\u3002\u5982\u679c\u4e0d\u5bf9\u5e95\u5c42\u4fe1\u606f\u5e93\u8fdb\u884c\u7ba1\u7406\uff0c\u57fa\u4e8e\u68c0\u7d22\u7684\u4ee3\u7406\u5f80\u5f80\u4f1a\u53d1\u73b0\u9648\u65e7\u3001\u654f\u611f\u6216\u4e0d\u76f8\u5173\u7684 data\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u4ee3\u7406\u6cbb\u7406\u5fc5\u987b\u4e0e DataOps \u9f50\u5934\u5e76\u8fdb\u3002\u4e8b\u6545\u4e0d\u4ec5\u8981\u8ffd\u6eaf\u5230\u4ee3\u7406\u7684\u63d0\u793a\u903b\u8f91\uff0c\u8fd8\u8981\u8ffd\u6eaf\u5230\u4e3a\u5176\u63d0\u4f9b\u4fe1\u606f\u7684 data \u7ba1\u9053\u3002.<\/p>\n

        \u5982\u679c\u64cd\u4f5c\u5f97\u5f53\uff0cAgentOps \u53ef\u4ee5\u589e\u5f3a\u4f01\u4e1a\u7684 data governance \u80fd\u529b\u3002\u53cd\u4e4b\u4ea6\u7136\u3002.<\/p>\n

        \u5b9e\u7528\u5165\u95e8\u624b\u518c<\/h2>\n

        \u4e3a\u4e86\u5e2e\u52a9\u4f01\u4e1a\u4ece\u7406\u8bba\u8d70\u5411\u5b9e\u8df5\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u56db\u70b9\u5efa\u8bae\uff1a<\/p>\n

          \n
        1. \u4ece\u771f\u5b9e\u9879\u76ee\u5f00\u59cb\uff0c\u800c\u4e0d\u662f\u539f\u578b\uff1a <\/b>\u5c06\u6cbb\u7406\u5de5\u4f5c\u91cd\u70b9\u653e\u5728\u7528\u4e8e\u751f\u4ea7\u7684\u9ad8\u4ef7\u503c\u4ee3\u7406\u4e0a\u3002\u6784\u5efa\u771f\u5b9e\u7684\u7cfb\u7edf\uff0c\u800c\u4e0d\u662f\u968f\u610f\u7684\u6f14\u793a\uff0c\u4ee5\u4fbf\u5c3d\u65e9\u53d1\u73b0\u8fd0\u884c\u4e2d\u7684\u73b0\u5b9e\u95ee\u9898\u3002.<\/li>\n
        2. \u5728\u5f00\u53d1\u5de5\u5177\u65f6\uff0c\u9996\u5148\u8003\u8651\u5f00\u53d1\u4eba\u5458\uff1a <\/b>\u9009\u62e9\u652f\u6301\u5de5\u7a0b\u5de5\u4f5c\u6d41\u7a0b\u7684 Observability \u5de5\u5177\u3002\u4e1a\u52a1\u4eea\u8868\u677f\u5f88\u6709\u5e2e\u52a9\uff0c\u4f46\u5f00\u53d1\u4eba\u5458\u7684\u91c7\u7528\u5bf9\u4e8e\u6536\u96c6\u9ad8\u8d28\u91cf\u7684\u5143 data\u81f3\u5173\u91cd\u8981\u3002.<\/li>\n
        3. \u660e\u786e\u98ce\u9669\u6240\u6709\u6743\uff1a <\/b>\u786e\u5b9a\u54ea\u4e9b\u804c\u80fd\u90e8\u95e8\u62e5\u6709\u54ea\u4e9b\u98ce\u9669\u3002\u8c01\u5bf9\u5b89\u5168\u3001\u9690\u79c1\u3001\u504f\u89c1\u6216\u7528\u6237\u4f53\u9a8c\u4e0b\u964d\u8d1f\u8d23\uff1f\u5efa\u7acb\u5347\u7ea7\u8def\u5f84\u548c\u7b7e\u6838\u89c4\u5219\u3002.<\/li>\n
        4. \u5c06 AgentOps \u4e0e DataOps \u76f8\u7edf\u4e00\uff1a <\/b>\u5c06\u4ee3\u7406\u548c data \u7ba1\u9053\u89c6\u4e3a\u4e00\u679a\u786c\u5e01\u7684\u4e24\u9762\u3002\u5171\u540c\u76d1\u7763 data \u8d28\u91cf\u548c\u4ee3\u7406\u884c\u4e3a\uff0c\u8bca\u65ad\u4e8b\u6545\u7684\u6839\u672c\u539f\u56e0\u3002.<\/li>\n<\/ol>\n

          \u7ed3\u8bba\uff1a\u4ece\u76d1\u7763\u5230\u6218\u7565\u4f18\u52bf<\/h2>\n

          \u4ee3\u7406\u76d1\u7763\u4e0d\u4ec5\u8981\u9632\u6b62\u4f24\u5bb3\uff0c\u8fd8\u8981\u5b9e\u73b0\u5927\u89c4\u6a21\u4fe1\u4efb\u3002\u901a\u8fc7\u5efa\u7acb\u5171\u4eab\u7684\u8861\u91cf\u6807\u51c6\u3001\u5f3a\u5927\u7684\u5de5\u5177\u548c\u534f\u4f5c\u534f\u8bae\uff0c\u4f01\u4e1a\u53ef\u4ee5\u91ca\u653e\u4ee3\u7406\u7cfb\u7edf\u7684\u5168\u90e8\u4ef7\u503c\uff0c\u540c\u65f6\u5c06\u98ce\u9669\u63a7\u5236\u5728\u53ef\u63a7\u8303\u56f4\u5185\u3002.<\/p>\n

          \u4ee3\u7406\u6cbb\u7406\u5c06\u8fc5\u901f\u53d1\u5c55\u3002\u4f46\u5176\u57fa\u7840\u662f\u6c38\u6052\u7684\uff1a\u6e05\u6670\u3001\u534f\u4f5c\u548c\u4e0d\u65ad\u5b66\u4e60\u3002\u4f01\u4e1a\u82e5\u80fd\u53ca\u65e9\u638c\u63e1\u8fd9\u4e00\u89c4\u5f8b\uff0c\u4e0d\u4ec5\u80fd\u907f\u514d\u4ee3\u4ef7\u9ad8\u6602\u7684\u9519\u8bef\uff0c\u8fd8\u80fd\u5efa\u7acb\u6301\u4e45\u7684\u7ade\u4e89\u4f18\u52bf\u3002.<\/p>","protected":false},"excerpt":{"rendered":"

          \u5728\u4e0d\u65ad\u53d1\u5c55\u7684\u4f01\u4e1a\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u4ee3\u7406\u7cfb\u7edf\u7684\u5174\u8d77\u6807\u5fd7\u7740\u4e00\u4e2a\u5173\u952e\u7684\u8f6c\u53d8\u3002\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u662f\u7531\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9a71\u52a8\u7684\u81ea\u4e3b\u5e94\u7528\u7a0b\u5e8f\uff0c\u5177\u6709\u63a8\u7406\u3001\u8bb0\u5fc6\u548c\u884c\u52a8\u80fd\u529b\u3002\u5b83\u4eec\u4e0d\u518d\u662f\u7528\u6237\u8f93\u5165\u7684\u88ab\u52a8\u54cd\u5e94\u8005\uff0c\u800c\u662f\u5b9e\u65f6\u5f71\u54cd\u4e1a\u52a1\u6d41\u7a0b\u7684\u4e3b\u52a8\u51b3\u7b56\u8005\u3002\u4f46\u662f\uff0c\u81ea\u4e3b\u4f34\u968f\u7740\u98ce\u9669\uff0c\u98ce\u9669\u4f34\u968f\u7740\u5bf9\u7ed3\u6784\u5316\u76d1\u7ba1\u7684\u9700\u6c42\u3002\u5728\u8fd9\u79cd\u65b0\u6a21\u5f0f\u4e0b\uff0c\u5bf9\u6280\u672f\u7cfb\u7edf\u7684\u76d1\u7ba1\u4e0d\u518d\u662f\u53ef\u6709\u53ef\u65e0\u7684\uff0c\u800c\u662f\u57fa\u7840\u6027\u7684\u3002.<\/p>","protected":false},"featured_media":789344,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2995],"blog-language":[2991],"class_list":["post-789213","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-ai-technology","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/789213","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/789344"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=789213"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=789213"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=789213"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}