{"id":1226395,"date":"2026-05-26T00:53:45","date_gmt":"2026-05-25T23:53:45","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=1226395"},"modified":"2026-05-26T20:16:58","modified_gmt":"2026-05-26T19:16:58","slug":"below-the-waterline-the-four-layers-of-an-ai-native-company","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/below-the-waterline-the-four-layers-of-an-ai-native-company\/","title":{"rendered":"\u6c34\u7ebf\u4ee5\u4e0b\uff1a \u4eba\u5de5\u667a\u80fd\u539f\u751f\u516c\u53f8\u7684\u56db\u4e2a\u5c42\u9762"},"content":{"rendered":"

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 <\/p>\n

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1- \u5e73\u53f0\u538b\u529b<\/strong><\/p>\n

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2- \u6210\u672c\u538b\u529b<\/strong><\/p>\n

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3- \u4e3b\u6743\u538b\u529b<\/strong><\/p>\n

\u7b2c\u4e09\u79cd\u538b\u529b\u662f\u653f\u6cbb\u548c\u76d1\u7ba1\u538b\u529b\u3002Data \u5c45\u4f4f\u8981\u6c42\u3001\u6b27\u76df\u4eba\u5de5\u667a\u80fd\u6cd5\u6848\u3001\u91d1\u878d\u670d\u52a1\u548c\u533b\u7597\u4fdd\u5065\u884c\u4e1a\u7684\u7279\u5b9a\u89c4\u5219\uff0c\u4ee5\u53ca\u66f4\u5e7f\u6cdb\u7684\u8ba1\u7b97\u5730\u7f18\u653f\u6cbb\u5206\u5316\uff0c\u90fd\u662f\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u538b\u529b\u3002 \u9996\u6b21\u5c06\u786c\u4ef6\u548c\u57fa\u7840\u8bbe\u65bd\u51b3\u7b56\u63a8\u5230\u9996\u5e2d\u6280\u672f\u5b98\u7684\u529e\u516c\u684c\u4e0a\u3002.<\/strong> \u8c01\u638c\u63e1\u7740\u6a21\u578b\u8fd0\u884c\u57fa\u7840\u67b6\u6784\u7684\u94a5\u5319\uff0c\u8fd9\u66fe\u7ecf\u662f\u4e00\u4e2a IT \u91c7\u8d2d\u7ec6\u8282\u95ee\u9898\u30022026 \u5e74\uff0c\u5bf9\u4e8e\u4efb\u4f55\u5904\u7406\u53d7\u76d1\u7ba1\u7684 data \u6216\u8de8\u8f96\u533a\u8fd0\u8425\u7684\u516c\u53f8\u6765\u8bf4\uff0c\u8fd9\u5df2\u6210\u4e3a\u8463\u4e8b\u4f1a\u5c42\u9762\u7684\u95ee\u9898\u3002.<\/p>\n

\u8fd9\u79cd\u538b\u529b\u4e0e\u5341\u5e74\u524d\u7684 cloud \u4e3b\u6743\u4e4b\u4e89\u4e5f\u6709\u672c\u8d28\u533a\u522b\uff0c\u8fd9\u79cd\u533a\u522b\u503c\u5f97\u6211\u4eec\u6df1\u601d\u3002cloud \u4e89\u8bba\u7684\u7126\u70b9\u662f\u5546\u54c1\u8ba1\u7b97\uff1a\u670d\u52a1\u5668\u3001\u5b58\u50a8\u548c\u5e26\u5bbd\u3002\u5728\u57fa\u7840\u8bbe\u65bd\u6240\u652f\u6301\u7684\u6bcf\u4e00\u4e2a\u6709\u610f\u4e49\u7684\u51b3\u7b56\u4e2d\uff0c\u4eba\u7c7b\u90fd\u5904\u4e8e\u73af\u8def\u4e4b\u4e2d\u3002. \u4eba\u5de5\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u4e0d\u662f\u5546\u54c1\u8ba1\u7b97\u3002.<\/strong> \u5728\u8fd9\u4e9b GPU \u4e0a\u8fd0\u884c\u7684\u662f\u667a\u80fd\uff0c\u800c\u4e14\u5728\u4e1a\u52a1\u6d41\u7a0b\u4e2d\u6240\u5360\u7684\u4efd\u989d\u8d8a\u6765\u8d8a\u5927\u3001, \u57fa\u7840\u8bbe\u65bd\u5c06\u4e0d\u4ec5\u4ec5\u662f\u652f\u6301\u4eba\u7c7b\u7684\u51b3\u7b56\uff0c\u5b83\u8fd8\u5c06\u505a\u51fa\u51b3\u7b56\u3002.<\/strong><\/p>\n

\u8fd9\u5c31\u6539\u53d8\u4e86\u8c01\u63a7\u5236\u786c\u4ef6\u7684\u653f\u6cbb\u5206\u91cf\u3002\u5728\u8fd9\u4e09\u79cd\u538b\u529b\u4e2d\uff0c\"\u4e3b\u6743 \"\u5728\u4eca\u5929\u7684\u5f71\u54cd\u6700\u5927\uff0c\u56e0\u4e3a \u5927\u591a\u6570\u8463\u4e8b\u4f1a\u8fd8\u6ca1\u6709\u610f\u8bc6\u5230\uff0c\u5229\u7528\u4e0d\u5c5e\u4e8e\u81ea\u5df1\u7684\u60c5\u62a5\u6765\u5f00\u5c55\u4e1a\u52a1\u610f\u5473\u7740\u4ec0\u4e48\u3002.<\/strong> \u4e00\u65e6\u7269\u7406\u4eba\u5de5\u667a\u80fd\u5f00\u59cb\u5927\u89c4\u6a21\u5e94\u7528\uff0c\u60c5\u51b5\u5c31\u4f1a\u53d8\u5f97\u66f4\u52a0\u660e\u6717\u3002\u5c4a\u65f6\uff0c\u90a3\u4e9b\u5df2\u7ecf\u5236\u5b9a\u4e86\u6df1\u601d\u719f\u8651\u7684\u786c\u4ef6\u6218\u7565\uff0c\u5e76\u4e86\u89e3\u5982\u4f55\u6839\u636e\u81ea\u8eab\u60c5\u51b5\u8fdb\u884c\u8bbe\u7f6e\u7684\u516c\u53f8\uff0c\u5f88\u53ef\u80fd\u4f1a\u53d1\u73b0\u81ea\u5df1\u62e5\u6709\u4ee5\u4e0b\u4f18\u52bf \u7ade\u4e89\u4f18\u52bf\uff0c\u800c\u8fd9\u9700\u8981\u6570\u5e74\u65f6\u95f4\u624d\u80fd\u5b9e\u73b0\u3002.<\/strong><\/p>\n

\u8fd9\u4e09\u79cd\u538b\u529b\u5408\u5728\u4e00\u8d77\uff0c\u5c31\u4f1a\u74e6\u89e3 2024 \u5e74\u7684\u8212\u9002\u6001\u52bf\u3002\u5b83\u4eec\u90fd\u65e0\u6cd5\u5728\u5e94\u7528\u5c42\u5f97\u5230\u89e3\u51b3\u3002\u6bcf\u4e00\u79cd\u538b\u529b\u90fd\u4f1a\u5c06\u9996\u5e2d\u6280\u672f\u5b98\u62c9\u5165\u5806\u6808\u7684\u4e0d\u540c\u90e8\u5206\u3002.<\/p>\n

\u56db\u4e2a\u5c42\u6b21\uff0c\u7b80\u5316\u4e3a\u6bcf\u4e2a\u5c42\u6b21\u56de\u7b54\u7684\u95ee\u9898<\/h2>\n

\u8981\u5bf9\u5806\u6808\u505a\u51fa\u6df1\u601d\u719f\u8651\u7684\u51b3\u5b9a\uff0c\u5c31\u5fc5\u987b\u5c06\u6bcf\u4e00\u5c42\u8fd8\u539f\u4e3a\u5b83\u5b9e\u9645\u56de\u7b54\u7684\u95ee\u9898\u3002.<\/p>\n

\u5e94\u7528\u5c42\u662f\u4eba\u7c7b\u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u9047\u7684\u8868\u9762\u3002.<\/strong> \u95ee\u9898\u662f\uff1a\u5728\u6211\u4eec\u7684\u8fd0\u8425\u4e2d\uff0c\u4eba\u7c7b\u5728\u54ea\u91cc\u4e0e\u4eba\u5de5\u667a\u80fd\u76f8\u9047\uff0c\u5b83\u4eec\u53c8\u662f\u5982\u4f55\u534f\u4f5c\u7684\uff1f\u53ef\u4f9b\u9009\u62e9\u7684\u8303\u56f4\u5f88\u5e7f\uff0c\u4ece\u5d4c\u5165\u5230\u751f\u4ea7\u529b\u5de5\u5177\u4e2d\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u5230\u7531 Teams \u6216 Slack \u4e2d\u7684\u6d88\u606f\u89e6\u53d1\u7684\u4ee3\u7406\uff0c\u5230\u7531\u5de5\u4f5c\u6d41\u4e8b\u4ef6\u89e6\u53d1\u7684\u4ee3\u7406\uff0c\u518d\u5230\u5d4c\u5165\u5230 SAP \u6216 Salesforce \u7b49\u4e1a\u52a1\u7cfb\u7edf\u4e2d\u7684\u4ee3\u7406\u3002\u6b63\u786e\u7684\u6a21\u5f0f\u53d6\u51b3\u4e8e\u5de5\u4f5c\u4e2d\u53ef\u5bb9\u5fcd\u7684\u4eba\u5de5\u53c2\u4e0e\u7a0b\u5ea6\u3002.<\/p>\n

\u4eba\u5de5\u667a\u80fd\u5e73\u53f0\u662f\u5b9a\u4e49\u4eba\u5de5\u667a\u80fd\u7684\u77e5\u8bc6\u548c\u80fd\u529b\u7684\u5c42\u3002.<\/strong> \u95ee\u9898\u662f \u6211\u4eec\u7684\u4ee3\u7406\u5546\u4ece\u54ea\u91cc\u83b7\u5f97\u4e1a\u52a1\u80cc\u666f\uff0c\u6211\u4eec\u53ef\u4ee5\u6388\u4e88\u4ed6\u4eec\u54ea\u4e9b\u6743\u529b\uff1f<\/strong> \u8fd9\u4e9b\u9009\u62e9\u5305\u62ec\u9759\u6001\u4e0a\u4e0b\u6587\uff08\u4e3b\u63d0\u793a\u3001\u6280\u80fd\u3001\u7ed3\u6784\u5316\u89c4\u5219\u6587\u4ef6\uff09\u3001\u6839\u636e\u77e5\u8bc6\u5e93\u548c\u77e2\u91cf\u5b58\u50a8\u8fdb\u884c\u68c0\u7d22\u3001\u901a\u8fc7\u6807\u51c6\u5316\u7684\u4ee3\u7406\u8fde\u63a5\u534f\u8bae\u8fdb\u884c\u64cd\u4f5c\uff0c\u4ee5\u53ca\u8de8\u4f1a\u8bdd\u7684\u6301\u4e45\u8bb0\u5fc6\u3002\u6bcf\u79cd\u9009\u62e9\u90fd\u5bf9\u5e94\u7740\u8d4b\u4e88\u4ee3\u7406\u4e0d\u540c\u7a0b\u5ea6\u7684\u81ea\u4e3b\u6743\u3002.<\/p>\n

LLM \u57fa\u7840\u8bbe\u65bd\u662f\u8bbf\u95ee\u3001\u8def\u7531\u3001\u7ba1\u7406\u548c\u4f18\u5316\u6a21\u578b\u7684\u5c42\u3002.<\/strong> \u95ee\u9898\u662f \u5982\u4f55\u4ee5\u5408\u9002\u7684\u6210\u672c\u4e3a\u5408\u9002\u7684\u5de5\u4f5c\u63d0\u4f9b\u5408\u9002\u7684\u673a\u578b\uff1f<\/strong> \u53ef\u4f9b\u9009\u62e9\u7684\u8303\u56f4\u5f88\u5e7f\uff0c\u4ece\u7528\u4e8e\u590d\u6742\u63a8\u7406\u7684\u524d\u6cbf LLM\uff0c\u5230\u7528\u4e8e\u5927\u6279\u91cf\u5b9a\u4e49\u660e\u786e\u4efb\u52a1\u7684\u5c0f\u578b\u6216\u5fae\u8c03\u6a21\u578b\uff0c\u5230\u7528\u4e8e\u8bed\u97f3\u6216\u6587\u6863\u7406\u89e3\u7684\u4e13\u4e1a\u6a21\u6001\u6a21\u578b\uff0c\u518d\u5230\u7528\u4e8e\u5ef6\u8fdf\u5173\u952e\u578b\u5de5\u4f5c\u7684\u8fb9\u7f18\u6a21\u578b\u3002\u8fd9\u5c31\u662f\u63a8\u7406\u7ecf\u6d4e\u5b66\u7684\u5b9e\u9645\u6240\u5728\u5c42\u3002.<\/p>\n

\u786c\u4ef6\u5c42\u5305\u62ec GPU\u3001\u63a8\u7406\u670d\u52a1\u5668\u548c\u8fd0\u884c\u6a21\u578b\u7684\u534f\u8c03\u3002.<\/strong> \u95ee\u9898\u662f \u6211\u4eec\u7684\u6a21\u578b\u7a76\u7adf\u5728\u54ea\u91cc\u6267\u884c\uff0c\u8c01\u638c\u63e1\u7740\u57fa\u7840\u8bbe\u65bd\u7684\u94a5\u5319\uff1f<\/strong> \u4ece\u8d85\u7ea7\u5206\u9500\u5546\u7ba1\u7406\u7684\u8ba1\u7b97\uff0c\u5230\u79c1\u6709 cloud \u6216\u4e13\u7528\u57fa\u7840\u8bbe\u65bd\uff0c\u5230\u5185\u90e8\u63a8\u7406\u96c6\u7fa4\uff0c\u5230\u5b9a\u5236\u7845\u6216\u5d4c\u5165\u5f0f\u8ba1\u7b97\uff0c\u5e94\u6709\u5c3d\u6709\u3002\u5bf9\u4e8e\u5927\u591a\u6570\u4f01\u4e1a\u6765\u8bf4\uff0c\u7b54\u6848\u662f\u7531 hyperscaler \u7ba1\u7406\u3002\u5bf9\u4e8e\u5bf9 data \u654f\u611f\u7684\u884c\u4e1a\uff0c\u7b54\u6848\u5219\u8d8a\u6765\u8d8a\u53e6\u7c7b\u3002.<\/p>\n

\u8fd9\u56db\u4e2a\u5c42\u6b21\u5e76\u4e0d\u662f\u72ec\u7acb\u7684\u6218\u7565\u3002\u5b83\u4eec\u662f\u5728\u56db\u4e2a\u6df1\u5ea6\u5c42\u6b21\u4e0a\u8868\u8fbe\u7684\u4e00\u79cd\u6218\u7565\u3002.<\/strong><\/p>\n

\u6d4b\u5e8f\u8282\u62cd\u8986\u76d6\u7387<\/h2>\n

\u5766\u7387\u5730\u8bf4\uff0c\u5e76\u4e0d\u662f\u6bcf\u5bb6\u516c\u53f8\u90fd\u5e94\u8be5\u62e5\u6709\u6bcf\u4e00\u5c42\u3002\u5728 2026 \u5e74\uff0c\u4e00\u4e9b\u6700\u80fd\u634d\u536b\u4eba\u5de5\u667a\u80fd\u5730\u4f4d\u7684\u516c\u53f8\u5c06\u5c5e\u4e8e\u90a3\u4e9b\u6709\u610f\u8bc6\u5730\u9009\u62e9\u5728\u5806\u6808\u5e95\u90e8\u4f7f\u7528\u8d85\u7ea7\u5206\u9500\u5546\u62bd\u8c61\uff0c\u5e76\u5c06\u6295\u8d44\u96c6\u4e2d\u5728\u5176\u4ed6\u5730\u65b9\u7684\u516c\u53f8\u3002. \u62e5\u6709\u66f4\u591a\u7684\u5806\u6808\u5e76\u4e0d\u662f\u4e89\u8bba\u7684\u7126\u70b9\u3002\u95ee\u9898\u7684\u5173\u952e\u5728\u4e8e\uff0c\u9009\u62e9\u5fc5\u987b\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u3002.<\/strong><\/p>\n

\u5982\u679c\u9996\u5e2d\u6280\u672f\u5b98\u5df2\u7ecf\u51b3\u5b9a\u4e86\u5fae\u8f6f\u3001AWS\u3001\u8c37\u6b4c\u6216\u5176\u4ed6\u5408\u4f5c\u4f19\u4f34\u5728\u5176\u5806\u6808\u4e2d\u7684\u4f4d\u7f6e\uff0c\u5e76\u51b3\u5b9a\u4e86\u81ea\u5df1\u7684\u56e2\u961f\u4eca\u5e74\u5c06\u6295\u8d44\u54ea\u4e00\u5c42\uff0c\u90a3\u4e48\u4ed6\u5c31\u6709\u4e86\u81ea\u5df1\u7684\u6218\u7565\u3002\u800c\u4ece\u672a\u505a\u51fa\u8fc7\u51b3\u5b9a\u7684\u9996\u5e2d\u6280\u672f\u5b98\u5219\u9700\u8981\u4e3a\u81ea\u5df1\u7684\u6218\u7565\u4e70\u5355\u3002\u8fd9\u79cd\u758f\u5ffd\u9020\u6210\u7684\u635f\u5931\u4f1a\u8d8a\u6765\u8d8a\u5927\uff1a\u56e2\u961f\u6700\u7ec8\u4f1a\u62e5\u6709\u4e00\u4e2a\u7531\u4e92\u4e0d\u5173\u8054\u7684\u8bd5\u70b9\u7ec4\u6210\u7684\u7ec4\u5408\uff0c\u91c7\u8d2d\u8d26\u5355\u7684\u589e\u957f\u901f\u5ea6\u4f1a\u8d85\u8fc7\u4ef7\u503c\u7684\u589e\u957f\u901f\u5ea6\uff0c\u800c\u5f53\u8463\u4e8b\u4f1a\u8be2\u95ee\u4e0b\u4e00\u5e74\u7684\u6295\u8d44\u65b9\u5411\u65f6\uff0c\u5374\u6ca1\u6709\u660e\u786e\u7684\u7b54\u6848\u3002.<\/p>\n

\u90a3\u4e48\uff0c\u5de5\u4f5c\u5c31\u662f\u6392\u5e8f\u3002. \u95ee\u9898\u4e0d\u5728\u4e8e\u62e5\u6709\u54ea\u4e00\u5c42\uff0c\u5916\u5305\u54ea\u4e00\u5c42<\/strong>, \u56e0\u4e3a\u5728\u8db3\u591f\u957f\u7684\u65f6\u95f4\u5185\uff0c\u6bcf\u5bb6\u4eba\u5de5\u667a\u80fd\u539f\u751f\u516c\u53f8\u90fd\u5fc5\u987b\u5728\u8fd9\u56db\u4e2a\u65b9\u9762\u90fd\u91c7\u53d6\u7acb\u573a\u3002. \u95ee\u9898\u662f\u73b0\u5728\u4f18\u5148\u8003\u8651\u54ea\u4e00\u5c42\uff0c12 \u4e2a\u6708\u300124 \u4e2a\u6708\u548c 36 \u4e2a\u6708\u540e\u518d\u8003\u8651\u54ea\u4e00\u5c42\u3002.<\/strong><\/p>\n

\u516c\u53f8\u7684\u539f\u578b\u662f\u6392\u5e8f\u7684\u6700\u5f3a\u4fe1\u53f7\uff1a<\/strong> \u521d\u521b\u4f01\u4e1a\u3001\u5c0f\u578b\u4e13\u4e1a\u670d\u52a1\u673a\u6784\u548c\u7cbe\u54c1\u5e97\u901a\u5e38\u53ef\u4ee5\u5c06\u6295\u8d44\u91cd\u70b9\u653e\u5728\u5e94\u7528\u5c42\u548c\u5e73\u53f0\u5c42\u4e0a\u3002.<\/p>\n

    \n
  • CPG\u3001B2B\u3001\u5236\u836f\u3001\u6cd5\u5f8b\u548c\u533b\u7597\u4fdd\u5065\u9886\u57df\u7684\u8de8\u5730\u533a\u516c\u53f8<\/strong> \u901a\u5e38\u9700\u8981\u6269\u5c55\u5230\u5e73\u53f0\u5c42\u6765\u7ba1\u7406\u5176\u4e1a\u52a1\u4e0a\u4e0b\u6587\uff0c\u5e76\u968f\u7740\u63a8\u7406\u91cf\u7684\u589e\u52a0\u6709\u9009\u62e9\u6027\u5730\u8fc1\u79fb\u5230\u57fa\u7840\u8bbe\u65bd\u5c42\u3002.<\/li>\n
  • \u4eba\u5de5\u667a\u80fd\u6210\u719f\u5ea6\u8f83\u9ad8\u7684\u8de8\u5730\u533a\u4f01\u4e1a\uff0c\u5c24\u5176\u662f\u91d1\u878d\u670d\u52a1\u3001\u7535\u4fe1\u548c\u6570\u5b57\u539f\u751f\u884c\u4e1a\u7684\u4f01\u4e1a<\/strong>, \u73b0\u5728\uff0c\u6211\u4eec\u5df2\u7ecf\u5728\u56f4\u7ed5\u8def\u7531\u3001\u5fae\u8c03\u548c\u9a7b\u7559\u95ee\u9898\u505a\u51fa\u771f\u6b63\u7684\u57fa\u7840\u8bbe\u65bd\u51b3\u7b56\u3002.<\/li>\n
  • \u5927\u79d1\u6280\u3001\u653f\u5e9c\u548c\u9ad8\u5ea6\u4e13\u4e1a\u5316\u7684\u5236\u9020\u4e1a<\/strong>, \u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4eba\u5de5\u667a\u80fd\u80fd\u529b\u672c\u8eab\u5c31\u662f\u4ea7\u54c1\u6216\u6218\u7565\u8d44\u4ea7\uff0c\u6700\u7ec8\u8981\u5728\u786c\u4ef6\u5c42\u505a\u51fa\u771f\u6b63\u7684\u9009\u62e9\u3002.<\/li>\n<\/ul>\n

    \u95ee\u9898\u7684\u5173\u952e\u4e0d\u5728\u4e8e\u4e00\u79cd\u539f\u578b\u6bd4\u53e6\u4e00\u79cd\u539f\u578b\u66f4\u5148\u8fdb\u3002\u800c\u662f\u8bf4 \u56db\u5c42\u7684\u987a\u5e8f\u5404\u4e0d\u76f8\u540c\u3002.<\/strong> \u4e00\u5bb6\u5236\u836f\u516c\u53f8\u5982\u679c\u8bd5\u56fe\u5728\u786c\u4ef6\u5c42\u8868\u73b0\u5f97\u50cf SpaceX \u4e00\u6837\uff0c\u90a3\u5c31\u662f\u5728\u6d6a\u8d39\u8d44\u672c\u3002\u4e00\u5bb6\u94f6\u884c\u5982\u679c\u5728\u5e73\u53f0\u5c42\u8868\u73b0\u5f97\u50cf\u4e00\u5bb6\u521d\u521b\u516c\u53f8\uff0c\u90a3\u4e48\u5b83\u7684\u6838\u5fc3\u8d44\u4ea7--data \u73af\u5883--\u5c31\u4f1a\u65e0\u4eba\u7ba1\u7406\u3002.<\/p>\n

    \u4e91\u8fc7\u6e21\uff0c\u65f6\u949f\u66f4\u5feb<\/h2>\n

    \u8fd9\u79cd\u8f6c\u53d8\u7684\u5f62\u5f0f\u4ee5\u524d\u5c31\u51fa\u73b0\u8fc7\u30022012 \u5e74\uff0c\u5927\u591a\u6570\u4f1a\u8bae\u5ba4\u91cc\u7684 cloud \u5bf9\u8bdd\u90fd\u662f\u4e8c\u5143\u5bf9\u7acb\u7684\uff1a\u6211\u4eec\u5e94\u8be5\u4f7f\u7528 AWS\uff0c\u8fd8\u662f\u4e0d\u5e94\u8be5\uff1f\u5230 2018 \u5e74\uff0c\u8fd9\u4e2a\u5355\u4e00\u7684\u95ee\u9898\u5df2\u7ecf\u53d1\u5c55\u6210\u4e3a\u4e00\u4e2a\u591a\u8f74\u51b3\u7b56\uff0c\u6d89\u53ca\u54ea\u4e9b\u5de5\u4f5c\u8d1f\u8f7d\u5c5e\u4e8e\u54ea\u91cc\u3001\u54ea\u4e9b\u63d0\u4f9b\u5546\u9002\u5408\u54ea\u4e9b\u7528\u4f8b\u3001\u4ec0\u4e48\u662f\u591a cloud\uff0c\u4ee5\u53ca data \u9a7b\u7559\u5728\u54ea\u91cc\u5f88\u91cd\u8981\u3002. \u90a3\u4e9b\u5728 2012 \u5e74\u5c06 cloud \u4f5c\u4e3a\u5355\u4e00\u91c7\u8d2d\u51b3\u7b56\u7684\u516c\u53f8\uff0c\u5728\u63a5\u4e0b\u6765\u7684\u516d\u5e74\u91cc\u4e00\u76f4\u5728\u8ffd\u8d76\u90a3\u4e9b\u4ece\u4e00\u5f00\u59cb\u5c31\u5c06\u5176\u4f5c\u4e3a\u67b6\u6784\u51b3\u7b56\u7684\u516c\u53f8\u3002.<\/strong><\/p>\n

    \u4eba\u5de5\u667a\u80fd\u5806\u6808\u6b63\u5728\u4ee5\u66f4\u5feb\u7684\u901f\u5ea6\u7ecf\u5386\u540c\u6837\u7684\u6210\u719f\u8fc7\u7a0b\u3002cloud \u82b1\u4e86\u5341\u5e74\u7684\u65f6\u95f4\u624d\u4ece\u4e00\u4e2a\u5355\u4e00\u7684\u95ee\u9898\u5206\u88c2\u6210\u4e00\u4e2a\u5206\u5c42\u7684\u51b3\u7b56\u3002\u800c\u4eba\u5de5\u667a\u80fd\u5806\u6808\u53ea\u9700\u4e09\u5230\u56db\u5e74\u5c31\u80fd\u5b8c\u6210\u3002\u9996\u5e2d\u6280\u672f\u5b98\u4eec\u5982\u679c\u80fd\u50cf 2012 \u5e74\u6700\u4f18\u79c0\u7684\u9996\u5e2d\u6280\u672f\u5b98\u5bf9\u5f85 cloud \u90a3\u6837\u5bf9\u5f85 2026 \u5e74\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u5c06\u5176\u89c6\u4e3a\u4e00\u9879\u67b6\u6784\u51b3\u7b56\uff0c\u800c\u4e0d\u662f\u91c7\u8d2d\u51b3\u7b56\uff0c\u90a3\u4e48\u4ed6\u4eec\u5c31\u4f1a \u5230\u672c\u5341\u5e74\u7ed3\u675f\u65f6\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u53d1\u73b0\u81ea\u5df1\u6bd4\u540c\u9f84\u4eba\u9ad8\u51fa\u597d\u51e0\u5e74\u3002.<\/strong><\/p>\n

    \u8fd9\u5bf9\u4eca\u5e74\u7684\u9996\u5e2d\u6280\u672f\u5b98\u610f\u5473\u7740\u4ec0\u4e48<\/h2>\n

    \u6709\u4e09\u9879\u884c\u52a8\u5c24\u5176\u503c\u5f97\u5217\u5165\u8bae\u7a0b\u3002.<\/p>\n

    \u9996\u5148\u662f \u4eba\u5de5\u667a\u80fd\u5e73\u53f0\u5c42\u503c\u5f97\u660e\u786e\u62e5\u6709\u3002.<\/strong> \u5bf9\u4e8e\u5927\u591a\u6570\u5728\u8fc7\u53bb\u4e24\u5e74\u4e2d\u4ea4\u4ed8\u4e86 Copilot \u5f0f\u5de5\u4f5c\u7684\u4f01\u4e1a\u6765\u8bf4\uff0c\u672a\u6765 12 \u4e2a\u6708\u7684\u6295\u8d44\u5c06\u5728\u8fd9\u4e00\u5c42\u4ea7\u751f\u6700\u5927\u7684\u5dee\u5f02\u5316\u56de\u62a5\u3002\u60c5\u5883\u662f\u5806\u6808\u4e2d\u6570\u5b57\u5316\u6210\u672c\u6700\u4f4e\u7684\u90e8\u5206\u3002\u6a21\u5f0f\u4f1a\u4e0d\u65ad\u6539\u8fdb\uff0c\u4ef7\u683c\u4e5f\u4f1a\u4e0d\u65ad\u53d8\u5316\u3002\u516c\u53f8\u81ea\u8eab\u7684\u7ed3\u6784\u5316\u77e5\u8bc6\u3001\u51b3\u7b56\u89c4\u5219\u4ee5\u53ca\u4e0e\u8fd0\u8425\u7cfb\u7edf\u7684\u8fde\u63a5\u70b9\u662f\u8d4b\u4e88\u6a21\u578b\u4e1a\u52a1\u610f\u4e49\u7684\u5173\u952e\u3002.<\/p>\n

    \u5176\u6b21\u662f \u63a8\u7406\u7ecf\u6d4e\u5b66\u73b0\u5df2\u5217\u5165\u5b63\u5ea6\u8bae\u7a0b<\/strong>. .\u4e25\u8c28\u7684\u63a8\u7406\u7b56\u7565\u5305\u62ec\u667a\u80fd\u8def\u7531\u3001\u9488\u5bf9\u6279\u91cf\u5c42\u7684\u5c0f\u578b\u6216\u5fae\u8c03\u6a21\u578b\uff0c\u4ee5\u53ca\u81f3\u5c11\u5728\u5355\u4f4d\u7ecf\u6d4e\u6548\u76ca\u5408\u7406\u7684\u60c5\u51b5\u4e0b\uff0c\u5c31\u5185\u90e8\u57f9\u8bad\u5de5\u4f5c\u8d1f\u8f7d\u8fdb\u884c\u63a2\u7d22\u6027\u5bf9\u8bdd\u3002\u524d\u6cbf\u63a8\u7406\u7684\u6210\u672c\u66f2\u7ebf\u4e0d\u4f1a\u5411\u5355\u4e00\u65b9\u5411\u79fb\u52a8\uff0c\u4efb\u4f55\u4f9d\u8d56\u4e8e\u5355\u4e00\u4f9b\u5e94\u5546\u5b9a\u4ef7\u7684\u7b56\u7565\u5728\u7ed3\u6784\u4e0a\u90fd\u662f\u8106\u5f31\u7684\u3002.<\/p>\n

    \u7b2c\u4e09\u662f \u5e94\u91cd\u65b0\u5ba1\u89c6\u786c\u4ef6\u548c\u57fa\u7840\u8bbe\u65bd\u7684\u9009\u62e9\u3001,<\/strong> \u5373\u4f7f\u6700\u7ec8\u7684\u7b54\u6848\u6682\u65f6\u662f hyperscaler\u3002\u91c7\u7528\u6258\u7ba1\u5806\u6808\u662f\u4e00\u4e2a\u5408\u7406\u7684\u51b3\u5b9a\uff0c\u4f46\u8fd9\u5e94\u8be5\u662f\u4e00\u4e2a\u51b3\u7b56\uff0c\u800c\u4e0d\u662f\u4e00\u79cd\u9ed8\u8ba4\u3002\u5bf9\u4e8e\u53d7\u76d1\u7ba1\u884c\u4e1a\u800c\u8a00\uff0c\u4e3b\u6743\u63a8\u65ad\u3001\u6df7\u5408\u90e8\u7f72\u548c\u5185\u90e8\u5806\u6808\u7b49\u95ee\u9898\u5df2\u4e0d\u518d\u662f\u5047\u8bbe\u3002.<\/p>\n

    \u8fd9\u4e9b\u4e3e\u63aa\u90fd\u4e0d\u9700\u8981\u5728\u5185\u90e8\u6784\u5efa\u4e00\u5207\u3002\u5b83\u4eec\u8981\u6c42\u5927\u591a\u6570\u8463\u4e8b\u4f1a\u4ee5\u5bf9\u5f85\u5e94\u7528\u5c42\u7684\u540c\u6837\u8ba4\u771f\u6001\u5ea6\u6765\u8003\u8651\u6bcf\u4e00\u5c42\u3002.<\/p>\n

    \u4e00\u6b21\u4e00\u4e2a\u95ee\u9898<\/h2>\n

    \u4eba\u5de5\u667a\u80fd\u539f\u751f\u516c\u53f8\u7684\u67b6\u6784\u662f\u7531\u4e00\u4e2a\u4e2a\u95ee\u9898\u51b3\u5b9a\u7684\uff0c\u6bcf\u4e2a\u95ee\u9898\u90fd\u6709\u4e0d\u540c\u7684\u5c42\u6b21\u3002\u53ef\u89c1\u7684 20% \u662f\u5bb9\u6613\u7684\u90e8\u5206\u3002. \u590d\u5408\u7269\u7684\u5de5\u4f5c\u53d1\u751f\u5728\u6c34\u7ebf\u4ee5\u4e0b\uff0c\u53d1\u751f\u5728\u4f9b\u5e94\u5546\u6f14\u793a\u4e2d\u65e0\u6cd5\u663e\u793a\u7684\u5c42\u4e2d\u3002.<\/strong><\/p>\n

    \u6b62\u6b65\u4e8e\u53ef\u89c1\u5c42\u7684\u9996\u5e2d\u6280\u672f\u5b98\u6700\u7ec8\u53ea\u80fd\u7ba1\u7406\u5de5\u5177\u3002\u7740\u773c\u4e8e\u6c34\u7ebf\u4ee5\u4e0b\u7684\u9996\u5e2d\u6280\u672f\u5b98\u6700\u7ec8\u53ea\u80fd\u7ba1\u7406\u8ba4\u77e5\u80fd\u529b\u3002. \u95ee\u9898\u4e0d\u5728\u4e8e\u8d2d\u4e70\u54ea\u79cd\u6a21\u5f0f\uff0c\u800c\u5728\u4e8e\u516c\u53f8\u51b3\u5b9a\u6210\u4e3a\u54ea\u79cd CTO\uff1a\u8fd0\u8425\u578b\u8fd8\u662f\u6218\u7565\u578b\u3002.<\/strong><\/p>","protected":false},"excerpt":{"rendered":"

    \u8d22\u5bcc\u7ba1\u7406\u8fd8\u505c\u7559\u5728\u8fc7\u53bb\u3002\u5ba2\u6237\u751f\u6d3b\u5728\u4e00\u4e2a\u4ece YouTube\u3001TikTok \u6216\u4e9a\u9a6c\u900a\u4e0a\u8f7b\u677e\u83b7\u5f97\u8d85\u4e2a\u6027\u5316\u63a8\u8350\u7684\u4e16\u754c\u91cc\uff0c\u800c\u94f6\u884c\u5374\u901a\u8fc7\u89c4\u5219\u4e66\u3001\u7b28\u62d9\u7684\u7ec6\u5206\u548c\u987e\u95ee\u7684\u731c\u6d4b\u6765\u63a8\u9500\u4ea7\u54c1\u3002\u94f6\u884c\u5f88\u96be\u8ddf\u4e0a\u5ba2\u6237\u7684\u671f\u671b\u548c\u5f53\u4eca\u6295\u8d44\u7ec4\u5408\u7684\u590d\u6742\u6027\u3002\u6df7\u5408\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u6539\u53d8\u8fd9\u79cd\u72b6\u51b5\u3002\u5728\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5c42\u7684\u7ba1\u7406\u4e0b\uff0c\u901a\u8fc7\u878d\u5408\u673a\u5668\u5b66\u4e60\u3001\u6295\u8d44\u7ec4\u5408\u4f18\u5316\u89c4\u8303\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u5883\u667a\u80fd\uff0c\u8d22\u5bcc\u7ba1\u7406\u516c\u53f8\u53ef\u4ee5\u63d0\u4f9b\u667a\u80fd\u3001\u4e2a\u6027\u5316\u548c\u9002\u65f6\u7684\u5efa\u8bae\u3002.<\/p>","protected":false},"featured_media":1226396,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[2995],"blog-language":[2991],"class_list":["post-1226395","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\/1226395","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\/1226396"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=1226395"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=1226395"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=1226395"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}