{"id":616164,"date":"2025-06-03T10:32:13","date_gmt":"2025-06-03T09:32:13","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=616164"},"modified":"2025-07-22T16:47:05","modified_gmt":"2025-07-22T15:47:05","slug":"beyond-generation-why-agentic-ai-is-your-next-competitive-edge","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/beyond-generation-why-agentic-ai-is-your-next-competitive-edge\/","title":{"rendered":"\u8d85\u8d8a\u4e16\u4ee3\uff1a\u4e3a\u4ec0\u4e48\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u662f\u60a8\u7684\u4e0b\u4e00\u4e2a\u7ade\u4e89\u4f18\u52bf\uff1f"},"content":{"rendered":"

\u4f5c\u8005<\/h2><\/div>\"Image\"

\u97e6\u5fb7\u97e6\u65af-\u5e03\u62c9\u5179-\u8fbe\u5e2d\u5c14\u74e6<\/h3><\/div>

Data \u79d1\u5b66\u526f\u4e3b\u4efb<\/p>\n<\/div><\/div><\/div>

\u4f5c\u8005<\/h2><\/div>\"Image\"

\u8389\u5409\u4e9a-\u535a\u9f50<\/h3><\/div>

\u9ad8\u7ea7 Data Engineer<\/p>\n<\/div><\/div><\/div><\/div><\/div>

\u7531\u590d\u6742\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9a71\u52a8\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u8fc5\u901f\u5d1b\u8d77\uff0c\u5438\u5f15\u4e86\u5168\u7403\u7684\u76ee\u5149\uff0c\u5728\u5185\u5bb9\u521b\u5efa\u3001\u603b\u7ed3\u548c\u4e92\u52a8\u65b9\u9762\u5c55\u73b0\u51fa\u975e\u51e1\u7684\u80fd\u529b\u3002\u4f01\u4e1a\u6b63\u5728\u79ef\u6781\u63a2\u7d22\u548c\u6574\u5408\u8fd9\u4e9b\u5de5\u5177\uff0c\u4ee5\u63d0\u9ad8\u751f\u4ea7\u7387\u5e76\u5f00\u8f9f\u65b0\u7684\u6c9f\u901a\u9014\u5f84\u3002\u7136\u800c\uff0c\u4ec5\u4ec5\u5173\u6ce8 GenAI \u4f1a\u5ffd\u7565 artificial intelligence \u7684\u4e0b\u4e00\u4e2a\u91cd\u5927\u8f6c\u53d8\uff1aAgentic AI\u3002.<\/span><\/p>\n

Agentic AI \u4e0d\u4f1a\u53d6\u4ee3\u6216\u524a\u5f31 GenAI\uff1b\u76f8\u53cd\uff0c\u5b83\u901a\u8fc7\u589e\u52a0\u81ea\u4e3b\u6027\u3001\u60c5\u5883\u611f\u77e5\u4ee5\u53ca\u6267\u884c\u6218\u7565\u76ee\u6807\u9a71\u52a8\u884c\u52a8\u7684\u80fd\u529b\uff0c\u4e30\u5bcc\u4e86 GenAI\u3002\u5c06 GenAI \u89c6\u4e3a\u7cbe\u901a\u6267\u884c\u660e\u786e\u4efb\u52a1\u7684\u719f\u7ec3\u4e13\u5bb6\uff0c\u800c Agentic AI \u5219\u4ee3\u8868\u7740\u4e00\u79cd\u8fdb\u5316--\u4f7f\u8fd9\u4e9b\u80fd\u529b\u80fd\u591f\u81ea\u4e3b\u5904\u7406\u66f4\u5e7f\u6cdb\u3001\u66f4\u590d\u6742\u548c\u66f4\u5177\u6218\u7565\u5bfc\u5411\u6027\u7684\u76ee\u6807\u3002.<\/span><\/p>\n

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\u7136\u800c\uff0cGenAI \u4e3b\u8981\u4ee5\u54cd\u5e94\u6a21\u5f0f\u8fd0\u884c\u3002Agentic AI \u5efa\u7acb\u5728\u8fd9\u4e00\u57fa\u7840\u4e4b\u4e0a\uff0c\u4f46\u5f15\u5165\u4e86\u4ee5\u4e0b\u91cd\u8981\u5c42\u9762 <\/span>\u4ee3\u7406\u673a\u6784<\/b>, <\/span>\u89c4\u5212<\/b>, \u548c <\/span>\u4e92\u52a8<\/b>. .\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u590d\u6742\u7684\u8bed\u8a00\u5904\u7406\u5668\uff0c\u5b83\u8fd8\u662f\u4e00\u4e2a\u6839\u636e\u7279\u5b9a\u9700\u6c42\u8bbe\u8ba1\u7684\u7cfb\u7edf\u3002 <\/span>\u76ee\u6807<\/b>, \u80fd\u591f\u611f\u77e5\u73af\u5883\uff08\u901a\u5e38\u662f\u6570\u5b57\u73af\u5883\uff0c\u4f46\u4e5f\u53ef\u80fd\u662f\u7269\u7406\u73af\u5883\uff09\uff0c\u63a8\u7406\u5b9e\u73b0\u76ee\u6807\u6240\u9700\u7684\u6b65\u9aa4\uff0c\u5e76\u91c7\u53d6\u4ee5\u4e0b\u63aa\u65bd <\/span>\u81ea\u4e3b\u6216\u534a\u81ea\u4e3b\u884c\u52a8<\/b> \u4f7f\u7528\u73b0\u6709\u5de5\u5177\u548c data\u3002.<\/span><\/p>\n

\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u4e3b\u8981\u7279\u5f81<\/span><\/p>\n

    \n
  1. \u4ee5\u76ee\u6807\u4e3a\u5bfc\u5411\uff1a<\/b> \u660e\u786e\u65e8\u5728\u8ffd\u6c42\u548c\u5b9e\u73b0\u9884\u5b9a\u76ee\u6807\uff0c\u65e0\u8bba\u662f\u7b80\u5355\u7684\uff08\u5982 \u201c\u603b\u7ed3\u4eca\u5929\u7684\u5e02\u573a\u65b0\u95fb\u201d\uff09\u8fd8\u662f\u590d\u6742\u7684\uff08\u5982 \u201c\u8bc6\u522b\u3001\u5206\u6790\u548c\u62a5\u544a X \u4ea7\u54c1\u6f5c\u5728\u7684\u4f9b\u5e94\u94fe\u4e2d\u65ad\u201d\uff09\u3002.<\/span><\/li>\n
  2. \u81ea\u4e3b\/\u534a\u81ea\u4e3b\uff1a<\/b> \u53ef\u5728\u89c4\u5b9a\u7684\u53c2\u6570\u8303\u56f4\u5185\u72ec\u7acb\u8fd0\u884c\uff0c\u5728\u6ca1\u6709\u4eba\u7c7b\u6301\u7eed\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u505a\u51fa\u51b3\u7b56\u548c\u6267\u884c\u4efb\u52a1\uff0c\u4f46\u5728\u8bbe\u8ba1\u4e0a\u901a\u5e38\u9700\u8981\u4eba\u7c7b\u7684\u76d1\u7763\u548c\u534f\u4f5c\u3002.<\/span><\/li>\n
  3. \u4e92\u52a8\u4e0e\u611f\u77e5\uff1a<\/b> \u76d1\u63a7\u5176\u8fd0\u884c\u73af\u5883\uff08\u5982\u65b0\u7535\u5b50\u90ae\u4ef6\u3001database \u66f4\u65b0\u3001API \u54cd\u5e94\u3001\u4f20\u611f\u5668 data\uff09\uff0c\u5e76\u5229\u7528\u8fd9\u4e9b\u4fe1\u606f\u4e3a\u5176\u884c\u52a8\u63d0\u4f9b\u4f9d\u636e\u3002.<\/span><\/li>\n
  4. \u63a8\u7406\u4e0e\u89c4\u5212\uff1a<\/b> \u5c06\u9ad8\u5c42\u6b21\u76ee\u6807\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u53ef\u6267\u884c\u7684\u5b50\u4efb\u52a1\u3002\u5b83\u53ef\u4ee5\u5236\u5b9a\u6218\u7565\uff0c\u6839\u636e\u65b0\u4fe1\u606f\u8c03\u6574\u8ba1\u5212\uff0c\u5e76\u4ece\u7ed3\u679c\u4e2d\u5b66\u4e60\u3002.<\/span><\/li>\n
  5. \u5de5\u5177\u4f7f\u7528\uff1a<\/b> \u53ef\u5229\u7528\u5916\u90e8\u5de5\u5177\uff08\u8f6f\u4ef6 API\u3001database\u3001\u7f51\u7edc\u6d4f\u89c8\u5668\u3001\u5185\u90e8\u5e94\u7528\u7a0b\u5e8f\uff09\u6536\u96c6\u4fe1\u606f\u6216\u6267\u884c\u8d85\u51fa\u5176\u6838\u5fc3\u6a21\u578b\u529f\u80fd\u7684\u64cd\u4f5c\u3002.<\/li>\n<\/ol>\n<\/div>
    <\/span><\/div>

    \u53ef\u4ee5\u8fd9\u6837\u60f3\uff1aGenAI \u5c31\u50cf\u4e00\u4e2a\u51fa\u8272\u7684\u56fe\u4e66\u7ba1\u7406\u5458\uff0c\u53ef\u4ee5\u7acb\u5373\u627e\u5230\u5e76\u7efc\u5408\u4f60\u6240\u8be2\u95ee\u7684\u4efb\u4f55\u4e3b\u9898\u7684\u4fe1\u606f\u3002Agentic\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5c31\u50cf\u4e00\u4e2a\u79ef\u6781\u4e3b\u52a8\u7684\u7814\u7a76\u52a9\u7406\uff0c\u5b83\u4e0d\u4ec5\u80fd\u67e5\u627e\u4fe1\u606f\uff0c\u8fd8\u80fd\u8d77\u8349\u62a5\u544a\uff0c\u6839\u636e\u7814\u7a76\u7ed3\u679c\u5b89\u6392\u4e0e\u76f8\u5173\u4e13\u5bb6\u7684\u540e\u7eed\u4f1a\u8bae\uff0c\u66f4\u65b0\u9879\u76ee\u7ba1\u7406\u7cfb\u7edf\uff0c\u5e76\u8ba2\u8d2d\u5fc5\u8981\u7684\u8d44\u6e90--\u6240\u6709\u8fd9\u4e00\u5207\u90fd\u662f\u7531\u603b\u4f53\u7814\u7a76\u76ee\u6807\u9a71\u52a8\u7684\u3002\u5b83\u5229\u7528 LLM \u7684 \u201c\u5927\u8111 \u201d\u8fdb\u884c\u7406\u89e3\u548c\u4ea4\u6d41\uff0c\u4f46\u53c8\u589e\u52a0\u4e86\u5728\u6570\u5b57\u751f\u6001\u7cfb\u7edf\u4e2d\u884c\u52a8\u7684 \u201c\u53cc\u624b \u201d\u548c \u201c\u53cc\u817f\u201d\u3002.<\/span><\/p>\n<\/div>

    \u8f6c\u53d8\u5f53\u4eca\u7684\u4e1a\u52a1\u6d41\u7a0b<\/h2><\/div>

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      \n
    • \u8d85\u4e2a\u6027\u5316\u5ba2\u6237\u670d\u52a1\uff1a<\/b> \u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u6b63\u5728\u8d85\u8d8a\u7b80\u5355\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u73b0\u5728\uff0c\u5b83\u4eec\u53ef\u4ee5\u8bbf\u95ee\u5ba2\u6237\u5386\u53f2\u8bb0\u5f55\uff0c\u7406\u89e3\u590d\u6742\u7684\u591a\u8f6e\u67e5\u8be2\uff0c\u6267\u884c\u5904\u7406\u9000\u6b3e\u6216\u8de8\u7cfb\u7edf\u66f4\u65b0\u8d26\u6237\u8be6\u60c5\u7b49\u64cd\u4f5c\uff0c\u5e76\u53ea\u5c06\u6700\u7ec6\u5fae\u7684\u95ee\u9898\u667a\u80fd\u5730\u5347\u7ea7\u7ed9\u4eba\u5de5\u5ea7\u5e2d\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u9ad8\u89e3\u51b3\u65f6\u95f4\u548c\u5ba2\u6237\u6ee1\u610f\u5ea6\uff0c\u540c\u65f6\u964d\u4f4e\u670d\u52a1\u6210\u672c\u3002.<\/span><\/li>\n
    • \u667a\u80fd Data \u5206\u6790\u4e0e\u62a5\u544a\uff1a<\/b> \u5206\u6790\u5e08\u4e0d\u518d\u9700\u8981\u624b\u52a8\u6536\u96c6\u3001\u6e05\u7406\u548c\u53ef\u89c6\u5316\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684 data\uff0c\u800c\u662f\u53ef\u4ee5\u5c06 \u201c\u751f\u6210\u6bd4\u8f83 A \u5730\u533a\u548c B \u5730\u533a\u7684\u6bcf\u5468\u9500\u552e\u4e1a\u7ee9\u62a5\u544a\uff0c\u7a81\u51fa\u5173\u952e\u8d8b\u52bf\u548c\u5f02\u5e38\u73b0\u8c61 \u201d\u8fd9\u6837\u7684\u9ad8\u5c42\u6b21\u76ee\u6807\u4f5c\u4e3a\u4ee3\u7406\u7684\u4efb\u52a1\u3002\u4ee3\u7406\u4e0e data \u6570\u636e\u5e93\u3001\u5546\u4e1a\u667a\u80fd\u5de5\u5177\u548c\u5185\u90e8\u8d44\u6599\u5e93\u4ea4\u4e92\uff0c\u81ea\u4e3b\u751f\u6210\u6240\u9700\u7684\u6d1e\u5bdf\u529b\uff0c\u4ece\u800c\u5c06\u5206\u6790\u5e08\u89e3\u653e\u51fa\u6765\uff0c\u8fdb\u884c\u66f4\u9ad8\u5c42\u6b21\u7684\u6218\u7565\u89e3\u8bfb\u3002.<\/span><\/li>\n
    • \u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u7a0b\u81ea\u52a8\u5316\uff1a<\/b> \u8003\u8651\u4e00\u4e0b\u91c7\u8d2d\u5230\u652f\u4ed8\u6d41\u7a0b\u3002\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u53ef\u4ee5\u76d1\u63a7\u6536\u4ef6\u7bb1\u4e2d\u7684\u53d1\u7968\uff0c\u63d0\u53d6\u76f8\u5173\u7684 data\uff0c\u6839\u636e ERP \u7cfb\u7edf\u4e2d\u7684\u91c7\u8d2d\u8ba2\u5355\u8fdb\u884c\u9a8c\u8bc1\uff0c\u6839\u636e\u9884\u5b9a\u4e49\u7684\u89c4\u5219\u8fdb\u884c\u8def\u7531\u5ba1\u6279\uff0c\u89e6\u53d1\u4ed8\u6b3e\u5904\u7406\uff0c\u5e76\u5c06\u4ea4\u6613\u5b58\u6863--\u4ee5\u6700\u5c11\u7684\u4eba\u5de5\u63a5\u89e6\u534f\u8c03\u7535\u5b50\u90ae\u4ef6\u3001\u6587\u6863\u7ba1\u7406\u548c\u8d22\u52a1\u8f6f\u4ef6\u4e2d\u7684\u64cd\u4f5c\u3002.<\/span><\/li>\n
    • \u52a0\u901f\u8f6f\u4ef6\u5f00\u53d1\u548c\u8fd0\u884c\uff1a<\/b> \u4ee3\u7406\u4e0d\u4ec5\u80fd\u751f\u6210\u4ee3\u7801\u7247\u6bb5\uff0c\u8fd8\u80fd\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u8fd0\u884c\u6d4b\u8bd5\u3001\u8bc6\u522b\u9519\u8bef\u3001\u63d0\u51fa\u4fee\u590d\u5efa\u8bae\u3001\u7ba1\u7406\u90e8\u7f72\u7ba1\u9053\uff0c\u751a\u81f3\u5728\u542f\u52a8\u540e\u76d1\u63a7\u5e94\u7528\u7a0b\u5e8f\u6027\u80fd\uff0c\u4ece\u800c\u5927\u5927\u7f29\u77ed\u5f00\u53d1\u5468\u671f\uff0c\u63d0\u9ad8\u8f6f\u4ef6\u53ef\u9760\u6027\u3002.<\/span><\/li>\n<\/ul>\n

      \u8fd9\u4e9b\u4f8b\u5b50\u8bf4\u660e\u4e86\u76f4\u63a5\u7684\u597d\u5904\uff1a\u5927\u5e45\u63d0\u9ad8\u6548\u7387\u3001\u964d\u4f4e\u8fd0\u8425\u6210\u672c\u3001\u901a\u8fc7\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4eba\u5de5\u9519\u8bef\u6765\u63d0\u9ad8\u51c6\u786e\u6027\u3001\u52a0\u5feb\u5bf9\u5e02\u573a\u53d8\u5316\u6216\u5ba2\u6237\u9700\u6c42\u7684\u54cd\u5e94\u901f\u5ea6\uff0c\u4ee5\u53ca\u5c06\u4eba\u624d\u89e3\u653e\u51fa\u6765\u4ece\u4e8b\u66f4\u5177\u6218\u7565\u6027\u3001\u521b\u9020\u6027\u548c\u590d\u6742\u6027\u7684\u5de5\u4f5c\u3002.<\/span><\/p>\n<\/div>

      \u5b9e\u73b0\u534a\u81ea\u4e3b\u5de5\u4f5c\u6d41\u7a0b\u548c\u81ea\u4e3b\u8fd0\u884c<\/h2><\/div>

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        \n
      • \u534a\u81ea\u4e3b\u5de5\u4f5c\u6d41\u7a0b\uff1a<\/b> \u8fd9\u4ee3\u8868\u4e86\u8fd1\u671f\u6700\u6709\u53ef\u80fd\u53d1\u751f\u7684\u6f14\u53d8--\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u534f\u540c\u5de5\u4f5c\u7684\u5408\u4f5c\u6a21\u5f0f\u3002\u4eba\u7c7b\u5c06\u5236\u5b9a\u6218\u7565\u65b9\u5411\u3001\u5b9a\u4e49\u590d\u6742\u76ee\u6807\u3001\u5904\u7406\u6a21\u7cca\u6027\u3001\u7ba1\u7406\u5229\u76ca\u76f8\u5173\u8005\u5173\u7cfb\uff0c\u5e76\u5bf9\u8fb9\u7f18\u60c5\u51b5\u8fdb\u884c\u5e72\u9884\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5c06\u6267\u884c\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u5b9a\u4e49\u660e\u786e\u3001\u91cd\u590d\u6216 data \u5bc6\u96c6\u7684\u90e8\u5206\uff0c\u6839\u636e\u5927\u91cf data \u5206\u6790\u63d0\u4f9b\u5b9e\u65f6\u51b3\u7b56\u652f\u6301\uff0c\u5e76\u4e3b\u52a8\u6807\u8bb0\u6f5c\u5728\u95ee\u9898\u6216\u673a\u4f1a\u3002\u8fd9\u79cd\u534f\u540c\u4f5c\u7528\u6709\u671b\u663e\u8457\u589e\u5f3a\u4eba\u7c7b\u7684\u80fd\u529b\u3002.<\/span><\/li>\n
      • \u6709\u7ba1\u7406\u7684\u81ea\u4e3b\u8fd0\u884c\uff1a<\/b> \u5bf9\u4e8e\u5177\u6709\u660e\u786e\u89c4\u5219\u548c\u53ef\u8861\u91cf\u7ed3\u679c\u7684\u7279\u5b9a\u3001\u5e7f\u4e3a\u4eba\u77e5\u7684\u4e1a\u52a1\u529f\u80fd\uff08\u5982\u5e93\u5b58\u7ba1\u7406\u3001\u4f8b\u884c\u5408\u89c4\u68c0\u67e5\u3001\u7f51\u7edc\u76d1\u63a7\uff09\uff0c\u6211\u4eec\u5c06\u770b\u5230\u5728\u4e25\u683c\u63a7\u5236\u7684\u8fb9\u754c\u5185\u8fd0\u884c\u7684\u5b8c\u5168\u81ea\u4e3b\u4ee3\u7406\u7684\u5d1b\u8d77\u3002\u8fd9\u4e9b\u4ee3\u7406\u5c06\u4ee5\u6700\u5c11\u7684\u4eba\u5de5\u76d1\u7763\u6765\u7ba1\u7406\u6574\u4e2a\u6d41\u7a0b\uff0c\u6839\u636e\u5f02\u5e38\u60c5\u51b5\u8fdb\u884c\u62a5\u544a\uff0c\u5e76\u6839\u636e\u76ee\u6807\u4e0d\u65ad\u4f18\u5316\u6027\u80fd\u3002.<\/span><\/li>\n<\/ul>\n

        \u4e92\u8054\u4ee3\u7406\u751f\u6001\u7cfb\u7edf<\/b> \u672a\u6765\u53ef\u80fd\u6d89\u53ca\u7684\u4e0d\u662f\u5355\u4e00\u7684\u4ee3\u7406\uff0c\u800c\u662f\u4e13\u4e1a\u4ee3\u7406\u7684\u534f\u4f5c\u7f51\u7edc\u3002\u9500\u552e\u6f5c\u5728\u4ee3\u7406 \u201c\u53ef\u80fd\u4f1a\u8bc6\u522b\u9500\u552e\u7ebf\u7d22\uff0c\u5c06\u5408\u683c\u7684\u9500\u552e\u673a\u4f1a\u4f20\u9012\u7ed9 \u201d\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\u4ee3\u7406\u201c\uff0c\u540e\u8005\u518d\u4e0e \u201d\u4f1a\u8bae\u5b89\u6392\u4ee3\u7406 \u201c\u4e92\u52a8\u3002\u534f\u8c03\u8fd9\u4e9b\u591a\u4ee3\u7406\u7cfb\u7edf\u5c06\u662f\u5b9e\u73b0\u590d\u6742\u7684\u8de8\u804c\u80fd\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316\u7684\u5173\u952e\u3002.<\/span><\/p>\n<\/div>

        \u5173\u952e\u57fa\u7840\uff1a\u6709\u7ba1\u7406\u7684 data \u548c\u7ecf\u8fc7\u6574\u7406\u7684\u77e5\u8bc6<\/h2><\/div>

        \u4efb\u4f55\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u80fd\u529b\u548c\u53ef\u9760\u6027\u4ece\u6839\u672c\u4e0a\u90fd\u53d7\u5230\u5176\u6240\u4f9d\u8d56\u7684 data \u548c\u77e5\u8bc6\u7684\u8d28\u91cf\u3001\u53ef\u8bbf\u95ee\u6027\u548c\u7ba1\u7406\u7684\u5236\u7ea6\u3002\u90e8\u7f72\u6709\u6548\u7684\u4ee3\u7406\u4e0d\u4ec5\u4ec5\u662f\u8f6f\u4ef6\u65b9\u9762\u7684\u6311\u6218\uff0c\u5b83\u8fd8\u4e0e\u4fe1\u606f\u67b6\u6784\u548c\u7ba1\u7406\u5bc6\u5207\u76f8\u5173\uff1a<\/span><\/p>\n

          \n
        • Data\uff1a<\/b> \u4ee3\u7406\u9700\u8981\u8bbf\u95ee\u5e72\u51c0\u3001\u51c6\u786e\u3001\u53ca\u65f6\u548c\u76f8\u5173\u7684 data\uff0c\u5305\u62ec\u7ed3\u6784\u5316\uff08database\u3001\u7535\u5b50\u8868\u683c\uff09\u548c\u975e\u7ed3\u6784\u5316\uff08\u6587\u6863\u3001\u7535\u5b50\u90ae\u4ef6\u3001\u804a\u5929\u8bb0\u5f55\uff09\u3002\u786e\u4fdd data \u8d28\u91cf\u5e76\u5efa\u7acb\u5b89\u5168\u3001\u9ad8\u6548\u7684 data \u7ba1\u9053\u662f\u4ee3\u7406\u6210\u529f\u7684\u5148\u51b3\u6761\u4ef6\u3002.<\/span><\/li>\n
        • \u7a33\u5065\u7684\u77e5\u8bc6\u5e93<\/b> \u9664\u4e86\u539f\u59cb data\uff0c\u4ee3\u7406\u901a\u5e38\u8fd8\u9700\u8981\u8bbf\u95ee\u7ecf\u8fc7\u6574\u7406\u7684\u77e5\u8bc6--\u516c\u53f8\u653f\u7b56\u3001\u7a0b\u5e8f\u624b\u518c\u3001\u6700\u4f73\u5b9e\u8df5\u3001\u7279\u5b9a\u9886\u57df\u672c\u4f53\u3002\u8fd9\u4e9b\u77e5\u8bc6\u5e93\u63d0\u4f9b\u4e86\u4e0a\u4e0b\u6587\uff0c\u4f7f\u4ee3\u7406\u80fd\u591f\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\uff0c\u5e76\u751f\u6210\u66f4\u51c6\u786e\u3001\u66f4\u76f8\u5173\u7684\u8f93\u51fa\u3002.<\/span><\/li>\n
        • \u4e0d\u5c48\u4e0d\u6320\u7684\u6cbb\u7406\uff1a<\/b> \u968f\u7740\u4ee3\u7406\u83b7\u5f97\u81ea\u4e3b\u6743\uff0c\u7a33\u5065\u7684\u7ba1\u7406\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u5305\u62ec\u660e\u786e\u7684 data \u9690\u79c1\u548c\u5b89\u5168\u6846\u67b6\u3001\u9632\u6b62\u504f\u89c1\u548c\u786e\u4fdd\u516c\u5e73\u7684\u9053\u5fb7\u51c6\u5219\u3001\u5bf9\u4ee3\u7406\u884c\u4e3a\u7684\u900f\u660e\u76d1\u63a7\u548c\u8bb0\u5f55\u3001\u4eba\u5de5\u76d1\u7763\u548c\u5e72\u9884\u673a\u5236\uff0c\u4ee5\u53ca\u786e\u4fdd\u4ee3\u7406\u4e0e\u4e1a\u52a1\u76ee\u6807\u4fdd\u6301\u4e00\u81f4\u7684\u7ee9\u6548\u7ba1\u7406\u3002\u5728\u4ee3\u7406\u7cfb\u7edf\u4e2d\u5efa\u7acb\u4fe1\u4efb\u53d6\u51b3\u4e8e\u53ef\u8bc1\u660e\u7684\u63a7\u5236\u548c\u95ee\u8d23\u5236\u3002.<\/span><\/li>\n<\/ul>\n<\/div>

          \u4ee3\u7406\u5e94\u7528\u662f\u6218\u7565\u5dee\u5f02\u5316\u56e0\u7d20<\/h2><\/div>

          \u83b7\u53d6\u5f3a\u5927\u7684\u4eba\u5de5\u667a\u80fd\u57fa\u7840\u6a21\u578b\uff08\u5305\u62ec\u901a\u5e38\u4e3a\u4ee3\u7406\u63a8\u7406\u63d0\u4f9b\u52a8\u529b\u7684 LLM\uff09\u7684\u9014\u5f84\u6b63\u5728\u8fc5\u901f\u6c11\u4e3b\u5316\u3002\u62e5\u6709\u6700\u5148\u8fdb\u7684\u6a21\u578b\u56fa\u7136\u91cd\u8981\uff0c\u4f46\u5b83\u5f88\u5feb\u5c31\u4f1a\u6210\u4e3a\u684c\u9762\u8d4c\u6ce8\uff0c\u800c\u4e0d\u662f\u53ef\u6301\u7eed\u7684\u7ade\u4e89\u4f18\u52bf\u3002.<\/span><\/p>\n

          \u771f\u6b63\u7684\u6218\u7565\u5dee\u5f02--\u6301\u4e45\u5546\u4e1a\u4ef7\u503c\u7684\u6e90\u6cc9--\u5728\u4e8e <\/span>\u5728\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4ee3\u7406\u6846\u67b6\u5185\u590d\u6742\u5730\u5e94\u7528\u8fd9\u4e9b\u6a21\u578b\u3002.<\/b> \u8fd9\u6b63\u662f\u6df1\u539a\u4e13\u4e1a\u77e5\u8bc6\u7684\u5173\u952e\u6240\u5728\u3002\u521b\u5efa\u6709\u5f71\u54cd\u529b\u7684\u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u9700\u8981\uff1a<\/span><\/p>\n

            \n
          • \u4e13\u5bb6\u4ee3\u7406\u8bbe\u8ba1<\/b> \u786e\u5b9a\u660e\u786e\u7684\u76ee\u6807\uff0c\u7cbe\u5fc3\u8bbe\u8ba1\u6709\u6548\u7684\u63d0\u793a\u548c\u63a8\u7406\u8fc7\u7a0b\uff0c\u9009\u62e9\u9002\u5f53\u7684\u5de5\u5177\uff0c\u5e76\u5efa\u7acb\u6700\u4f73\u7684\u81ea\u4e3b\u6c34\u5e73\u3002.<\/span><\/li>\n
          • \u65e0\u7f1d\u7cfb\u7edf\u96c6\u6210\uff1a<\/b> \u5c06\u4ee3\u7406\u5b8c\u7f8e\u5730\u96c6\u6210\u5230\u73b0\u6709\u7684 IT \u73af\u5883\u3001\u4e1a\u52a1\u5de5\u4f5c\u6d41\u7a0b\u548c data \u751f\u6001\u7cfb\u7edf\u4e2d\u3002.<\/span><\/li>\n
          • \u591a\u4ee3\u7406\u534f\u8c03\uff1a<\/b> \u8bbe\u8ba1\u548c\u7ba1\u7406\u591a\u4e2a\u4e13\u4e1a\u4ee3\u7406\u4e4b\u95f4\u7684\u590d\u6742\u4e92\u52a8\uff0c\u4ee5\u5b9e\u73b0\u66f4\u5e7f\u6cdb\u7684\u4e1a\u52a1\u76ee\u6807\u3002.<\/span><\/li>\n
          • \u4e13\u6709\u5b9a\u5236\uff1a<\/b> \u5229\u7528\u72ec\u7279\u7684\u516c\u53f8 data\u3001\u7279\u5b9a\u7684\u4e1a\u52a1\u903b\u8f91\u548c\u884c\u4e1a\u80cc\u666f\uff0c\u5b9a\u5236\u4ee3\u7406\u884c\u4e3a\u548c\u77e5\u8bc6\u3002.<\/span><\/li>\n
          • \u7a33\u5065\u6cbb\u7406\u4e0e\u6301\u7eed\u6539\u8fdb\uff1a<\/b> \u5b9e\u65bd\u6709\u6548\u7684\u76d1\u6d4b\u3001\u63a7\u5236\u673a\u5236\u548c\u53cd\u9988\u56de\u8def\uff0c\u786e\u4fdd\u6301\u7eed\u7684\u5b89\u5168\u6027\u3001\u53ef\u9760\u6027\u548c\u6027\u80fd\u4f18\u5316\u3002.<\/span><\/li>\n<\/ul>\n

            \u8981\u9a7e\u9a6d\u8fd9\u79cd\u590d\u6742\u6027\u3001\u786e\u4fdd\u8d1f\u8d23\u4efb\u7684\u90e8\u7f72\u5e76\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u6295\u8d44\u56de\u62a5\u7387\uff0c\u9700\u8981\u7684\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u80fd\u529b\uff0c\u8fd8\u9700\u8981\u6218\u7565\u773c\u5149\u548c\u5b9e\u9645\u5b9e\u65bd\u7ecf\u9a8c\u3002.<\/span><\/p>\n<\/div>

            <\/span><\/div>

            \u6293\u4f4f\u4ee3\u7406\u4f18\u52bf<\/h2><\/div>

            \u4ee3\u7406\u4eba\u5de5\u667a\u80fd\u4ee3\u8868\u7740\u4e00\u79cd\u6a21\u5f0f\u7684\u8f6c\u53d8\uff0c\u5b83\u8d85\u8d8a\u4e86\u6700\u8fd1\u5360\u636e\u5934\u6761\u65b0\u95fb\u7684\u751f\u6210\u80fd\u529b\uff0c\u91ca\u653e\u51fa\u524d\u6240\u672a\u6709\u7684\u81ea\u52a8\u5316\u3001\u6548\u7387\u548c\u6218\u7565\u7075\u6d3b\u6027\u6c34\u5e73\u3002\u867d\u7136\u5e95\u5c42\u6280\u672f\u53d1\u5c55\u8fc5\u901f\uff0c\u4f46\u901a\u8fc7\u4e13\u4e1a\u8bbe\u8ba1\u3001\u7cbe\u5fc3\u6574\u5408\u3001\u7a33\u5065\u6cbb\u7406\u548c\u6218\u7565\u8c03\u6574\u6765\u6709\u6548\u5229\u7528\u8fd9\u79cd\u6280\u672f\u7684\u80fd\u529b\uff0c\u5c06\u5728\u672a\u6765\u51e0\u5e74\u5185\u5c06\u9886\u5bfc\u8005\u4e0e\u843d\u540e\u8005\u533a\u5206\u5f00\u6765\u3002\u79ef\u6781\u63a2\u7d22\u548c\u5b9e\u65bd\u4ee3\u7406\u89e3\u51b3\u65b9\u6848\u7684\u4f01\u4e1a\u5c06\u83b7\u5f97\u663e\u8457\u7684\u7ade\u4e89\u4f18\u52bf\uff0c\u6539\u53d8\u8fd0\u8425\u65b9\u5f0f\uff0c\u91ca\u653e\u4eba\u7684\u6f5c\u80fd\uff0c\u4ece\u4e8b\u66f4\u9ad8\u4ef7\u503c\u7684\u5de5\u4f5c\u3002.<\/span><\/p>\n

            \u60a8\u7684\u7ec4\u7ec7\u51c6\u5907\u597d\u5229\u7528\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u53d8\u9769\u529b\u91cf\u4e86\u5417\uff1f\u4e0d\u8981\u8ba9\u667a\u80fd\u81ea\u52a8\u5316\u7684\u672a\u6765\u79bb\u60a8\u800c\u53bb\u3002\u73b0\u5728\u5c31\u8054\u7cfbArtefact\u7684\u4eba\u5de5\u667a\u80fd\u6218\u7565\u4e13\u5bb6\u3002\u6211\u4eec\u53ef\u4ee5\u5e2e\u52a9\u60a8\u8bc4\u4f30\u60a8\u7684\u51c6\u5907\u60c5\u51b5\uff0c\u786e\u5b9a\u5177\u6709\u91cd\u5927\u5f71\u54cd\u7684\u673a\u4f1a\uff0c\u5e76\u5171\u540c\u5236\u5b9a\u4e00\u4efd\u91cf\u8eab\u5b9a\u5236\u7684\u8def\u7ebf\u56fe\uff0c\u5c06Agentic AI\u65e0\u7f1d\u3001\u6218\u7565\u6027\u5730\u6574\u5408\u5230\u60a8\u7684\u4e1a\u52a1\u4e2d\u3002\u4e0e\u6211\u4eec\u7684\u4e13\u5bb6\u9884\u7ea6\u4e00\u6b21\u63a2\u7d22\u7535\u8bdd\uff0c\u63a2\u8ba8\u81ea\u4e3b\u548c\u534a\u81ea\u4e3b\u5de5\u4f5c\u6d41\u7a0b\u5982\u4f55\u5f00\u542f\u4e0b\u4e00\u6ce2\u589e\u957f\u548c\u6548\u7387\u6d6a\u6f6e\u3002.<\/span><\/p>\n<\/div><\/div><\/div><\/div><\/article><\/p>","protected":false},"excerpt":{"rendered":"

            \u7531\u590d\u6742\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9a71\u52a8\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u8fc5\u901f\u5d1b\u8d77\uff0c\u5438\u5f15\u4e86\u5168\u7403\u7684\u76ee\u5149\uff0c\u5728\u5185\u5bb9\u521b\u5efa\u3001\u603b\u7ed3\u548c\u4e92\u52a8\u65b9\u9762\u5c55\u73b0\u51fa\u975e\u51e1\u7684\u80fd\u529b\u3002\u4f01\u4e1a\u6b63\u5728\u79ef\u6781\u63a2\u7d22\u548c\u6574\u5408\u8fd9\u4e9b\u5de5\u5177\uff0c\u4ee5\u63d0\u9ad8\u751f\u4ea7\u7387\u5e76\u5f00\u8f9f\u65b0\u7684\u6c9f\u901a\u9014\u5f84\u3002\u7136\u800c\uff0c\u4ec5\u4ec5\u5173\u6ce8 GenAI \u4f1a\u5ffd\u7565 artificial intelligence \u7684\u4e0b\u4e00\u4e2a\u91cd\u5927\u8f6c\u53d8\uff1aAgentic AI\u3002.<\/p>","protected":false},"featured_media":637242,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2995],"blog-language":[2991],"class_list":["post-616164","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\/616164","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\/637242"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=616164"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=616164"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=616164"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}