{"id":133053,"date":"2026-09-07T15:56:20","date_gmt":"2026-09-07T07:56:20","guid":{"rendered":"https:\/\/version-2.com\/?p=133053"},"modified":"2026-09-07T16:08:11","modified_gmt":"2026-09-07T08:08:11","slug":"%e6%82%a8%e7%9a%84%e8%b3%87%e6%96%99%e6%98%af%e5%90%a6%e6%98%af%e7%ab%b6%e7%88%ad%e5%84%aa%e5%8b%a2%e7%9a%84%e5%8e%9f%e6%96%99%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/version-2.com\/zh\/2026\/09\/%e6%82%a8%e7%9a%84%e8%b3%87%e6%96%99%e6%98%af%e5%90%a6%e6%98%af%e7%ab%b6%e7%88%ad%e5%84%aa%e5%8b%a2%e7%9a%84%e5%8e%9f%e6%96%99%ef%bc%9f\/","title":{"rendered":"\u60a8\u7684\u8cc7\u6599\u662f\u5426\u662f\u7af6\u722d\u512a\u52e2\u7684\u539f\u6599\uff1f"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"133053\" class=\"elementor elementor-133053\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-24c3f9c1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"24c3f9c1\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4c6ecd87\" data-id=\"4c6ecd87\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-123ce05e elementor-widget elementor-widget-text-editor\" data-id=\"123ce05e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/images.prismic.io\/keep-it\/g9nYoVsrUNFVvnjB_c4e787b4-226c-47fb-9bbd-2a44b0982038.png?auto=format,compress&amp;rect=0,0,2560,2560&amp;w=800&amp;h=800\" alt=\"Data Provenance and AI\" width=\"800\" height=\"800\" \/><\/p><h3>\u96b1\u85cf\u5728\u5408\u898f\u5099\u4efd\u4e2d\u7684 AI \u5f15\u64ce<\/h3><p>\u6700\u8fd1\u8207\u5ba2\u6236\u7684\u4e00\u6bb5\u5bcc\u6709\u6d1e\u5bdf\u529b\u7684\u5c0d\u8a71\uff0c\u63ed\u793a\u4e86\u4f01\u696d\u6280\u8853\u7684\u4e00\u9805\u91cd\u5927\u8f49\u8b8a\u3002\u5e7e\u5e74\u524d\uff0c\u9019\u5bb6\u516c\u53f8\u63a1\u7528\u4e86\u4e0d\u53ef\u8b8a (immutable) 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\u4ee5\u53ca\u5728\u5730\u5316\u7684\u6307\u4ee4\u2014\u2014\u5df2\u5f37\u70c8\u8feb\u4f7f\u4f01\u696d\u8a8d\u771f\u5c0d\u5f85 SaaS \u8cc7\u6599\u4fdd\u8b77\u3002\u65b0\u5be6\u65bd\u7684\u300a\u6b50\u76df AI \u6cd5\u6848\u300b(EU AI Act) \u66f4\u9032\u4e00\u6b65\u63d0\u9ad8\u4e86\u6a19\u6e96\uff0c\u8981\u6c42\u5c0d\u9ad8\u98a8\u96aa AI \u90e8\u7f72\u9032\u884c\u56b4\u683c\u7684\u8cc7\u6599\u54c1\u8cea\u3001\u65e5\u8a8c\u8a18\u9304\u548c\u5168\u9762\u7684\u53ef\u7a3d\u6838\u6027\u3002<\/p><p>\u70ba\u4e86\u907f\u514d\u5de8\u984d\u7f70\u6b3e\uff0c\u4f01\u696d\u6295\u5165\u5927\u91cf\u8cc7\u91d1\u5728\u8207\u4e3b\u8981\u96f2\u7aef\u4f9b\u61c9\u5546\u5b8c\u5168\u7368\u7acb\u7684\u6c23\u9699 (air-gapped)\u3001\u4e0d\u53ef\u8b8a\u5132\u5b58\u4e0a\u3002\u7576\u6642\uff0c\u9019\u88ab\u8996\u70ba\u70ba\u4e86\u76e3\u7ba1\u4e0a\u7684\u5b89\u5fc3\u800c\u4e0d\u53ef\u907f\u514d\u7684\u7d93\u5e38\u6027\u652f\u51fa\u3002\u4f46\u5be6\u969b\u4e0a\uff0c\u4ed6\u5011\u6b63\u5728\u5efa\u69cb\u4e00\u500b\u7d55\u5c0d\u53ef\u9760\u7684\u300c\u71df\u904b\u8a18\u61b6 (operational memory)\u300d\u3002\u4e00\u500b\u6700\u521d\u56b4\u683c\u70ba\u707d\u96e3\u5fa9\u539f\u800c\u8a2d\u8a08\u7684\u5132\u5b58\u5eab\uff0c\u51fa\u4e4e\u610f\u6599\u5730\u6210\u70ba\u4e86\u5b89\u5168 AI \u57fa\u790e\u67b6\u69cb\u7684\u57fa\u77f3\u3002<\/p><h2>\u70ba\u4f55\u8cc7\u6599\u51fa\u8655 (Data Provenance) \u4e0d\u5bb9\u5ffd\u8996<\/h2><p>\u5728\u85dd\u8853\u754c\uff0c\u4e00\u4ef6\u5091\u4f5c\u7684\u50f9\u503c\u5b8c\u5168\u53d6\u6c7a\u65bc\u5b83\u7684\u51fa\u8655\u2014\u2014\u5373\u5176\u4f86\u6e90\u548c\u6240\u6709\u6b0a\u7684\u53ef\u9a57\u8b49\u6b77\u53f2\u3002\u6c92\u6709\u5b83\uff0c\u4e00\u5e45\u6240\u8b02\u7684\u7562\u5361\u7d22\u756b\u4f5c\u5e7e\u4e4e\u4e00\u6587\u4e0d\u503c\u3002\u540c\u6a23\u5730\uff0c\u88fd\u9020\u5546\u8981\u6c42\u5c0d\u539f\u7269\u6599\u63d0\u4f9b\u56b4\u683c\u7684\u5206\u6790\u8b49\u660e\uff0c\u4ee5\u9632\u6b62\u4e0b\u6e38\u767c\u751f\u707d\u96e3\u6027\u7684\u6c61\u67d3\u3002<\/p><p>\u4f01\u696d AI \u4e5f\u9700\u8981\u9019\u7a2e\u6beb\u4e0d\u59a5\u5354\u7684\u56b4\u683c\u5be9\u67e5\u3002\u8cc7\u6599\u51fa\u8655\u8ffd\u6eaf\u4e86\u8cc7\u6599\u96c6\u7684\u4f86\u6e90\uff0c\u8ffd\u8e64\u5176\u5143\u8cc7\u6599\u4ee5\u78ba\u8a8d\u8ab0\u5efa\u7acb\u4e86\u5b83\u3001\u9032\u884c\u4e86\u54ea\u4e9b\u5177\u9ad4\u66f4\u6539\uff0c\u4ee5\u53ca\u8ab0\u6388\u6b0a\u4e86\u9019\u4e9b\u4fee\u6539\u3002<\/p><p>\u60a8\u7368\u7acb\u5132\u5b58\u3001\u4e0d\u53ef\u8b8a\u7684\u5099\u4efd\u5c31\u5145\u7576\u4e86\u9019\u500b\u7d42\u6975\u7684\u51fa\u8655\u5206\u985e\u5e33\u3002\u5b83\u5011\u63d0\u4f9b\u4e86\u4e0d\u53d7\u5a01\u8105\u884c\u70ba\u8005\u3001\u60e1\u610f\u5347\u7d1a\u6216\u610f\u5916\u522a\u9664\u5f71\u97ff\u7684\u3001\u5177\u9ad4\u5316\u4e14\u9632\u7be1\u6539\u7684\u6b77\u53f2\u8cc7\u6599\u5feb\u7167\u3002\u9019\u689d\u4e0d\u53ef\u7ac4\u6539\u7684\u7a3d\u6838\u8ecc\u8de1\uff0c\u6b63\u662f\u672a\u4f86\u5275\u65b0\u6240\u9700\u7684\u4e7e\u6de8\u3001\u7d93\u904e\u9a57\u8b49\u7684\u71c3\u6599\u3002<\/p><h2>\u907f\u958b AI \u6cbb\u7406\u9677\u9631<\/h2><p>\u8a31\u591a\u4f01\u696d\u5728\u6beb\u7121\u6e96\u5099\u7684\u60c5\u6cc1\u4e0b\u8e63\u8dda\u5730\u9032\u5165\u4e86 AI \u6642\u4ee3\u3002IBM \u7684\u300a2026 \u5e74\u8cc7\u6599\u5916\u6d29\u6210\u672c\u5831\u544a\u300b\u7a81\u986f\u4e86\u9019\u500b\u95dc\u9375\u5f31\u9ede\uff1a<\/p><ul><li><strong>68%<\/strong> \u53d7\u5230\u8cc7\u6599\u5916\u6d29\u5f71\u97ff\u7684\u7d44\u7e54\u7f3a\u4e4f\u5168\u9762\u7684 AI \u6cbb\u7406\u653f\u7b56\u3002<\/li><li>\u5728\u7d93\u6b77 AI \u76f8\u95dc\u5b89\u5168\u4e8b\u4ef6\u7684\u7d44\u7e54\u4e2d\uff0c\u6709 <strong>92%<\/strong> \u672a\u80fd\u5be6\u65bd\u8db3\u5920\u7684 AI \u5b58\u53d6\u63a7\u5236\u3002<\/li><\/ul><p>\u7576\u5e02\u5834\u4e0a\u7684\u5927\u591a\u6578\u4eba\u9084\u5728\u624b\u5fd9\u8173\u4e82\u5730\u5f9e\u982d\u958b\u59cb\u5efa\u7acb\u57fa\u672c\u7684\u8cc7\u6599\u8840\u7de3 (data lineage) \u548c\u6cbb\u7406\u6642\uff0c\u64c1\u6709\u4e0d\u53ef\u8b8a\u5099\u4efd\u7684\u7d44\u7e54\u65e9\u5df2\u9059\u9059\u9818\u5148\u3002\u6a19\u6e96\u7684\u8cc7\u6599\u8840\u7de3\u50c5\u50c5\u63cf\u7e6a\u4e86\u8cc7\u6599\u79fb\u52d5\u7684\u8def\u5f91\uff1b\u800c<em>\u51fa\u8655<\/em>\u5247\u4fdd\u8b49\u4e86\u8cc7\u6599\u5728\u62b5\u9054\u6642\u7684\u771f\u5be6\u6027\u3002<\/p><div class=\"insight-box\">\u7576 AI \u6a21\u578b\u5efa\u7acb\u5728\u5177\u6709\u7121\u61c8\u53ef\u64ca\u51fa\u8655\u7684\u8cc7\u6599\u4e0a\u6642\uff0c\u5176\u8f38\u51fa\u7d50\u679c\u672c\u8cea\u4e0a\u6703\u66f4\u52a0\u53ef\u9760\u3002\u5982\u679c\u6f14\u7b97\u6cd5\u7684\u6c7a\u7b56\u53d7\u5230\u76e3\u7ba1\u6a5f\u69cb\u3001\u7a3d\u6838\u54e1\u6216\u5ba2\u6236\u7684\u8cea\u7591\uff0c\u60a8\u53ef\u4ee5\u5c07\u5176\u76f4\u63a5\u8ffd\u6eaf\u5230\u539f\u59cb\u7684\u4f86\u6e90\u7d00\u9304\uff0c\u8b49\u660e\u5e95\u5c64\u8cc7\u6599\u5f9e\u672a\u88ab\u7ac4\u6539\u3002<\/div><h2>\u00a0<\/h2><h2>\u5c07\u6210\u672c\u4e2d\u5fc3\u8f49\u8b8a\u70ba\u6230\u7565\u6b66\u5668<\/h2><p>\u8cc7\u6599\u7ba1\u7406\u7684\u6a19\u6e96\u6b63\u5728\u5feb\u901f\u6f14\u9032\u3002Gartner \u9810\u6e2c\uff0c\u5230 2028 \u5e74\uff0c75% \u7684\u4f01\u696d\u5c07\u628a SaaS \u61c9\u7528\u7a0b\u5f0f\u5099\u4efd\u8996\u70ba\u4e00\u9805\u57fa\u672c\u9700\u6c42\uff0c\u9019\u8207 2024 \u5e74\u7d04 15% \u7684\u6bd4\u4f8b\u76f8\u6bd4\u5448\u73fe\u98c6\u5347\u3002\u4f46\u50c5\u50c5\u64c1\u6709\u5099\u4efd\u4e26\u4e0d\u8db3\u4ee5\u78ba\u4fdd\u5e02\u5834\u9818\u5c0e\u5730\u4f4d\u2014\u2014\u771f\u6b63\u7684\u512a\u52e2\u5728\u65bc\u7b56\u7565\u6027\u5730\u90e8\u7f72\u9019\u4e9b\u8cc7\u6599\u3002<\/p><p>\u90a3\u4e9b\u6700\u521d\u70ba\u5408\u898f\u800c\u9032\u884c\u7684\u63a1\u8cfc\u662f\u51fa\u65bc\u5be6\u7528\u6027\uff0c\u800c\u975e\u9060\u898b\u3002\u7136\u800c\uff0c\u5b83\u5011\u73fe\u5728\u5df2\u7d93\u6210\u719f\u70ba\u5f37\u5927\u7684\u7af6\u722d\u512a\u52e2\u3002\u91cb\u653e\u9019\u7a2e\u6f5b\u529b\u7684\u95dc\u9375\u5728\u65bc Keepit \u7684 AI Truth Cloud\uff0c\u8a72\u89e3\u6c7a\u65b9\u6848\u65e8\u5728\u5728\u8cc7\u6599\u8207 AI \u8a13\u7df4\u6a21\u578b\u4e92\u52d5\u4e4b\u524d\uff0c\u56b4\u683c\u9a57\u8b49\u5176\u771f\u5be6\u6027\u3001\u5b8c\u6574\u6027\u548c\u51fa\u8655\u3002<\/p><p>\u6b78\u6839\u7a76\u67e2\uff0c\u60a8\u7684\u8cc7\u6599\u53ea\u6709\u5728\u5176\u4f86\u6e90\u4e0d\u5bb9\u5426\u8a8d\u4e14\u5b8c\u6574\u6027\u5b8c\u7f8e\u7121\u7f3a\u7684\u60c5\u6cc1\u4e0b\uff0c\u624d\u80fd\u63a8\u52d5\u7af6\u722d\u512a\u52e2\u3002\u5982\u679c\u60a8\u6700\u521d\u53ea\u662f\u70ba\u4e86\u6eff\u8db3\u76e3\u7ba1\u7a3d\u6838\u54e1\u800c\u78ba\u4fdd\u4e86\u7368\u7acb\u3001\u4e0d\u53ef\u8b8a\u7684\u5099\u4efd\uff0c\u90a3\u9ebc\u60a8\u7121\u610f\u4e2d\u5df2\u7d93\u5efa\u7acb\u4e86\u4e3b\u5c0e AI \u6642\u4ee3\u6240\u9700\u7684\u5730\u57fa\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0c5768c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0c5768c\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[{&quot;jet_parallax_layout_image&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;_id&quot;:&quot;9abbb0a&quot;,&quot;jet_parallax_layout_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;jet_parallax_layout_speed&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:50,&quot;sizes&quot;:[]},&quot;jet_parallax_layout_type&quot;:&quot;scroll&quot;,&quot;jet_parallax_layout_direction&quot;:&quot;1&quot;,&quot;jet_parallax_layout_fx_direction&quot;:null,&quot;jet_parallax_layout_z_index&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x&quot;:50,&quot;jet_parallax_layout_bg_x_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_x_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y&quot;:50,&quot;jet_parallax_layout_bg_y_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_y_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size&quot;:&quot;auto&quot;,&quot;jet_parallax_layout_bg_size_tablet&quot;:&quot;&quot;,&quot;jet_parallax_layout_bg_size_mobile&quot;:&quot;&quot;,&quot;jet_parallax_layout_animation_prop&quot;:&quot;transform&quot;,&quot;jet_parallax_layout_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;]}]}\">\n\t\t\t\t\t\t<div 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