{"id":5523,"date":"2026-06-23T12:01:21","date_gmt":"2026-06-23T09:01:21","guid":{"rendered":"https:\/\/www.alteef.info\/?p=5523"},"modified":"2026-06-23T12:01:21","modified_gmt":"2026-06-23T09:01:21","slug":"%d8%a2%d9%86%d8%af%d9%8a-%d8%ac%d9%88%d8%aa%d9%85%d8%a7%d9%86%d8%b2-%d9%85%d9%86-google-%d9%8a%d8%aa%d8%ad%d8%af%d8%ab-%d8%b9%d9%86-%d8%a7%d9%84%d8%aa%d8%ad%d9%88%d9%84-%d8%a5%d9%84%d9%89-%d8%a5%d8%af","status":"publish","type":"post","link":"https:\/\/www.alteef.info\/?p=5523","title":{"rendered":"\u0622\u0646\u062f\u064a \u062c\u0648\u062a\u0645\u0627\u0646\u0632 \u0645\u0646 Google \u064a\u062a\u062d\u062f\u062b \u0639\u0646 \u0627\u0644\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0648\u0643\u064a\u0644"},"content":{"rendered":"<p><\/p>\n<div id=\"content-body\">&#13;<\/p>\n<p>\u0641\u064a \u0642\u0645\u0629 Google 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\u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0630\u0627 \u0642\u0631\u0627\u0631\u064b\u0627 \u0648\u062c\u0648\u062f\u064a\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0641\u0642\u062f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u0646\u0633\u0627\u0646 \u0639\u0644\u0649 \u0627\u0637\u0644\u0627\u0639 \u0628\u0647. \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0647\u062f\u0641\u0646\u0627 \u0644\u064a\u0633 \u0641\u0642\u0637 \u062a\u0642\u062f\u064a\u0645 \u0646\u062a\u0627\u0626\u062c \u0628\u0623\u0639\u0644\u0649 \u062c\u0648\u062f\u0629\u060c \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0628\u0646\u0627\u0621 \u0627\u0644\u062b\u0642\u0629 \u0645\u0639 \u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0628\u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0642\u062f \u062a\u0645 \u062a\u062d\u0642\u064a\u0642\u0647\u0627 \u0648\u0645\u0646\u062d\u0647\u0645 \u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u064a \u0646\u062d\u0642\u0642\u0647\u0627.<\/p>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"If a human-in-the-loop is one way to help guarantee quality, what if you want to build the human out of the loop \u2013 or at least have the human \u2018over the loop\u2019? What kind of mechanisms can be built into agentic workflows to help guarantee quality?\">\n<h2 class=\"section-title\"><i class=\"icon\" data-icon=\"1\"\/><span style=\"color: #34495e;\">\u0625\u0630\u0627 \u0643\u0627\u0646 \u0648\u062c\u0648\u062f \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629 \u0647\u0648 \u0625\u062d\u062f\u0649 \u0627\u0644\u0637\u0631\u0642 \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u0641\u0645\u0627\u0630\u0627 \u0644\u0648 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0628\u0646\u0627\u0621 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u062e\u0627\u0631\u062c \u0627\u0644\u062d\u0644\u0642\u0629 &#8211; \u0623\u0648 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u062c\u0639\u0644 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 &#8220;\u0641\u0648\u0642 \u0627\u0644\u062d\u0644\u0642\u0629&#8221;\u061f \u0645\u0627 \u0646\u0648\u0639 \u0627\u0644\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u064a\u0644 \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629\u061f<\/span><\/h2>\n<p>\u0644\u0642\u062f \u062d\u0642\u0642\u0646\u0627 \u0646\u062c\u0627\u062d\u064b\u0627 \u062c\u064a\u062f\u064b\u0627 \u062c\u062f\u064b\u0627 \u0645\u0639 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u0646\u062a\u0642\u062f\u0648\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621. \u0641\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u060c \u0623\u0646\u062a \u0639\u0644\u0649 \u0648\u0634\u0643 \u0627\u062a\u062e\u0627\u0630 \u0625\u062c\u0631\u0627\u0621\u060c \u062b\u0645 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0648\u0643\u064a\u0644 \u0622\u062e\u0631 \u063a\u064a\u0631 \u0645\u0644\u0648\u062b \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u064a\u0646\u062a\u0642\u062f\u060c \u0648\u064a\u0633\u0623\u0644: &#8220;\u0647\u0644 \u0647\u0630\u0627 \u0627\u0644\u0625\u062c\u0631\u0627\u0621 \u0645\u0646\u0637\u0642\u064a\u061f&#8221; \u064a\u0645\u0643\u0646\u0643 \u062d\u062a\u0649 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u062b\u0644\u0627\u062b\u0629 \u0648\u0643\u0644\u0627\u0621 \u062b\u0645 \u062a\u0637\u0644\u0628 \u0645\u0646\u0647\u0645 \u0627\u0644\u062a\u0635\u0648\u064a\u062a. \u0648\u0625\u0630\u0627 \u0642\u0627\u0644 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0646\u0639\u0645\u060c \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0644\u062f\u064a\u0643 \u064a\u0642\u064a\u0646\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0628\u0623\u0646\u0643 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629. \u062e\u0627\u0631\u062c \u0646\u0637\u0627\u0642 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629\u060c \u064a\u0639\u062f \u0647\u0630\u0627 \u0646\u0645\u0637\u064b\u0627 \u0646\u0645\u0648\u0630\u062c\u064a\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629 &#8211; \u0648\u0643\u064a\u0644 \u064a\u0646\u062a\u0642\u062f \u0648\u0643\u064a\u0644\u064b\u0627 \u0622\u062e\u0631 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639.<\/p>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"Do you build in system-prompt type guardrails, as we see in some AI architectures, to help with quality?\">\n<h2 class=\"section-title\"><i class=\"icon\" data-icon=\"1\"\/><span style=\"color: #34495e;\">\u0647\u0644 \u062a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u062d\u0648\u0627\u062c\u0632 \u062d\u0645\u0627\u064a\u0629 \u0645\u0646 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0645\u0648\u062c\u0647 \u0644\u0644\u0646\u0638\u0627\u0645\u060c \u0643\u0645\u0627 \u0646\u0631\u0649 \u0641\u064a \u0628\u0639\u0636 \u0628\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629\u061f<\/span><\/h2>\n<p>\u0646\u0639\u0645\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646\u0646\u064a \u0623\u0648\u062f \u0623\u0646 \u0623\u0642\u0648\u0644 \u0625\u0646 \u0627\u0644\u0623\u0641\u0636\u0644 \u0633\u064a\u0643\u0648\u0646 \u0625\u0630\u0627 \u0644\u0645 \u062a\u0643\u0646 \u0645\u0636\u0637\u0631\u064b\u0627 \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0646\u0638\u0627\u0645 \u0639\u0646\u062f\u0645\u0627 \u062a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0627\u0644\u0648\u0643\u0644\u0627\u0621. \u0645\u0627 \u0632\u0644\u0646\u0627 \u0644\u0633\u0646\u0627 \u0647\u0646\u0627\u0643 \u062a\u0645\u0627\u0645\u0627. \u0648\u0644\u0643\u0646 \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0641\u064a \u0623\u0646 \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u062d\u0648\u0644 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u0648\u062d\u0648\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644\u060c \u0648\u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0635\u0641\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0635\u062d\u064a\u062d \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u062d\u0642\u064b\u0627. <\/p>\n<blockquote>\n<div class=\"imagecaption alignLeft\">\n   \n  <\/div>\n<p><span style=\"color: #34495e; font-size: 14pt;\"><strong>\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u062d\u0642\u064b\u0627\u060c \u0641\u0625\u0646 \u0627\u0644\u0623\u0645\u0631 \u0643\u0644\u0647 \u064a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0644\u0627 \u064a\u0641\u0643\u0631\u0648\u0646 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u0641\u0643\u0631\u0648\u0646 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0648\u062c\u0648\u062f \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0635\u062d\u064a\u062d \u0644\u0644\u0645\u0624\u0633\u0633\u0629<\/strong><\/span><\/p>\n<p><em><span style=\"color: #34495e;\">\u0622\u0646\u062f\u064a \u062c\u0648\u062a\u0645\u0627\u0646\u0632\u060c \u062c\u0648\u062c\u0644<\/span><\/em><\/p>\n<\/blockquote>\n<p>\u0643\u0644\u0645\u0627 \u062a\u0645\u0643\u0646\u0627 \u0645\u0646 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644\u060c \u0642\u0644 \u0639\u062f\u062f \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u064a \u064a\u062a\u0639\u064a\u0646 \u0639\u0644\u064a\u0643 \u062a\u0642\u062f\u064a\u0645\u0647\u0627 \u0644\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0644\u0623\u0646 \u0627\u0644\u0648\u0643\u064a\u0644 \u0633\u064a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u062a\u0644\u0643 \u0627\u0644\u0646\u062a\u0627\u0626\u062c. \u0648\u0644\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628 \u0646\u0631\u0643\u0632 \u0628\u0634\u062f\u0629 \u0641\u064a \u0631\u0633\u0627\u0626\u0644\u0646\u0627 \u0639\u0644\u0649 \u0643\u062a\u0627\u0644\u0648\u062c \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0648\u0645\u0627 \u0646\u0642\u0648\u0645 \u0628\u0647 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0639\u0627\u0644\u0645.<\/p>\n<p>\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u062d\u0642\u064b\u0627\u060c \u0641\u0625\u0646 \u0627\u0644\u0623\u0645\u0631 \u0643\u0644\u0647 \u064a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0644\u0627 \u064a\u0641\u0643\u0631\u0648\u0646 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u0641\u0643\u0631\u0648\u0646 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0648\u062c\u0648\u062f \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0635\u062d\u064a\u062d \u0644\u0644\u0645\u0624\u0633\u0633\u0629.<\/p>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"How do you see the tension between open source innovation and the proprietary nature of modern foundation models, given that the models providing the \u2018intelligence\u2019 are increasingly opaque and controlled by a few massive corporations?\">\n<h2 class=\"section-title\"><i class=\"icon\" data-icon=\"1\"\/><span style=\"color: #34495e;\">\u0643\u064a\u0641 \u062a\u0631\u0649 \u0627\u0644\u062a\u0648\u062a\u0631 \u0628\u064a\u0646 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0645\u0644\u0643\u064a\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629\u060c \u0645\u0639 \u0627\u0644\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0623\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 &#8220;\u0627\u0644\u0630\u0643\u0627\u0621&#8221; \u0623\u0635\u0628\u062d\u062a \u063a\u0627\u0645\u0636\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u064a\u062f \u0648\u064a\u0633\u064a\u0637\u0631 \u0639\u0644\u064a\u0647\u0627 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629\u061f<\/span><\/h2>\n<p>\u0644\u0642\u062f \u0639\u0645\u0644\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0644\u0633\u0646\u0648\u0627\u062a \u0639\u062f\u064a\u062f\u0629\u060c \u0645\u0646\u0630 \u0639\u0627\u0645 1997\u060c \u062d\u064a\u062b \u0633\u0627\u0647\u0645\u062a \u0641\u064a \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0648\u0628\u062f\u0623\u062a \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u062e\u0627\u0631\u062c \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629. \u0641\u064a \u0623\u062f\u0648\u0627\u0631\u064a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0648\u0627\u0644\u062d\u0627\u0644\u064a\u0629\u060c \u0642\u0645\u062a \u0623\u064a\u0636\u064b\u0627 \u0628\u062f\u0639\u0645 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u0646 \u062f\u0627\u062e\u0644 Amazon \u0648Google. \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u0623\u0641\u0643\u0631 \u0628\u0647\u0627 \u0641\u064a \u0627\u0644\u0623\u0645\u0631 \u0647\u064a \u0623\u0646\u0647 \u0644\u0627 \u064a\u0648\u062c\u062f \u0645\u0642\u0627\u0633 \u0648\u0627\u062d\u062f \u064a\u0646\u0627\u0633\u0628 \u0627\u0644\u062c\u0645\u064a\u0639 &#8211; \u0641\u0627\u0644\u0623\u0645\u0631 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. <\/p>\n<p>\u0647\u0646\u0627\u0643 \u0645\u062c\u0627\u0644 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0648\u0644\u062f\u064a\u0646\u0627 \u062c\u064a\u0645\u0627\u060c \u0648\u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0642\u0645\u0646\u0627 \u0628\u0637\u0631\u062d\u0647 \u0647\u0646\u0627\u0643. \u0648\u0644\u0643\u0646 \u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f\u060c \u0623\u0639\u062a\u0642\u062f \u0623\u0646 \u0645\u0627 \u062a\u0631\u0627\u0647 \u0623\u064a\u0636\u064b\u0627\u060c \u0643\u0645\u0627 \u0647\u0648 \u0627\u0644\u062d\u0627\u0644 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a\u060c \u0647\u0648 \u0623\u0646 \u0647\u0646\u0627\u0643 \u0623\u064a\u0636\u064b\u0627 \u0645\u062c\u0627\u0644\u0627\u062a \u062a\u0631\u064a\u062f \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0641\u064a\u0647\u0627 \u0643\u0645\u0632\u0648\u062f.<\/p>\n<p>\u0647\u062f\u0641\u0646\u0627 \u0647\u0648 \u0627\u0644\u062a\u0645\u064a\u0632 \u0641\u064a \u0628\u0639\u0636 \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u0623\u0646 \u0646\u0643\u0648\u0646 \u0645\u0646\u0641\u062a\u062d\u064a\u0646 \u062c\u062f\u064b\u0627 \u0641\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0644\u0630\u0644\u0643. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Gemini \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 AWS [Amazon Web Services] \u0623\u0648 [Microsoft] \u0623\u0632\u0648\u0631. \u0644\u062f\u064a\u0646\u0627 \u0631\u0648\u0627\u0628\u0637 \u0628\u064a\u0646\u064a\u0629 \u0639\u0628\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u062d\u062a\u0649 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643 \u0628\u0648\u0642\u062a \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646\u062e\u0641\u0636 \u0644\u0644\u063a\u0627\u064a\u0629. \u0646\u062d\u0646 \u0646\u062d\u0627\u0648\u0644 \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0647 \u062d\u062a\u0649 \u0639\u0646\u062f\u0645\u0627 \u0646\u0643\u0648\u0646 \u0645\u0645\u0644\u0648\u0643\u064a\u0646 \u0644\u0646\u0627\u060c \u0641\u0625\u0646\u0646\u0627 \u0646\u0641\u0639\u0644 \u0630\u0644\u0643 \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u0646\u0641\u062a\u062d\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u062a\u0645\u0646\u062d \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u062d\u0631\u064a\u0629 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631.<\/p>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"You\u2019ve championed the idea of the \u2018borderless\u2019 lakehouse. How do you reconcile that with the reality of increasingly fragmented, multicloud enterprise environments?\">\n<h2 class=\"section-title\"><i class=\"icon\" data-icon=\"1\"\/><span style=\"color: #34495e;\">\u0644\u0642\u062f \u062f\u0627\u0641\u0639\u062a \u0639\u0646 \u0641\u0643\u0631\u0629 \u0628\u0646\u0627\u0621 \u0628\u062d\u064a\u0631\u0629 &#8220;\u0628\u0644\u0627 \u062d\u062f\u0648\u062f&#8221;. \u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0648\u0641\u064a\u0642 \u0628\u064a\u0646 \u0630\u0644\u0643 \u0648\u0648\u0627\u0642\u0639 \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0645\u062c\u0632\u0623\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u064a\u062f\u061f<\/span><\/h2>\n<p>\u064a\u0645\u062a\u0644\u0643 \u0645\u0639\u0638\u0645 \u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0644\u062f\u064a\u0646\u0627 \u0633\u062d\u0627\u0628\u062a\u064a\u0646 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644\u060c \u0648\u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u064a\u0643\u0648\u0646 \u0630\u0644\u0643 \u063a\u064a\u0631 \u0645\u0642\u0635\u0648\u062f \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062d\u0648\u0627\u0630. \u062a\u0627\u0631\u064a\u062e\u064a\u064b\u0627\u060c \u0643\u0627\u0646 \u0647\u0630\u0627 \u0641\u064a \u062d\u062f \u0630\u0627\u062a\u0647 \u0628\u0645\u062b\u0627\u0628\u0629 \u0639\u0627\u0626\u0642 \u0625\u0644\u0649 \u062d\u062f \u0645\u0627\u060c \u0644\u0623\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0643\u0627\u0646 \u0628\u0637\u064a\u0626\u064b\u0627 \u0648\u0645\u0643\u0644\u0641\u064b\u0627\u060c \u0648\u0643\u0627\u0646\u062a \u0647\u0646\u0627\u0643 \u0645\u062e\u0627\u0648\u0641 \u0623\u0645\u0646\u064a\u0629. <\/p>\n<p>\u0644\u0642\u062f \u0639\u0645\u0644\u0646\u0627 \u0628\u0634\u0643\u0644 \u0648\u062b\u064a\u0642 \u0645\u0639 \u0643\u0644 \u0645\u0646 AWS \u0648Azure \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0628\u064a\u0646\u064a\u0629 \u0639\u0628\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u062a\u064a\u062d \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0622\u0646 \u0634\u0631\u0627\u0621 \u0642\u062f\u0631 \u0645\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0633\u062d\u0627\u0628\u0627\u062a. \u0648\u0644\u0627 \u064a\u0645\u0631 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0639\u0627\u0645\u060c \u0644\u0630\u0627 \u0641\u0647\u0648 \u0622\u0645\u0646 \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u0648\u0632\u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0645\u0646\u062e\u0641\u0636 \u062c\u062f\u064b\u0627. \u0647\u0630\u0627 \u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0639\u0642\u0628\u0629 \u062a\u0642\u0646\u064a\u0629 \u0633\u0645\u062d\u062a \u0644\u0646\u0627 \u0627\u0644\u0622\u0646 \u0628\u062c\u0639\u0644 \u0627\u0644\u0623\u0645\u0631 \u0633\u0647\u0644\u0627\u064b \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u0641\u0639\u0627\u0644\u0627\u064b \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0645\u0628\u0627\u0634\u0631 \u0639\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0628 \u0627\u0644\u0623\u062e\u0631\u0649 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0628\u062d\u064a\u0631\u062a\u0646\u0627 \u0627\u0644\u062a\u064a \u0644\u0627 \u062d\u062f\u0648\u062f \u0644\u0647\u0627. <\/p>\n<p>\u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0622\u062e\u0631 \u0627\u0644\u0630\u064a \u0642\u0645\u0646\u0627 \u0628\u0647 \u0647\u0648 \u0645\u0639 SaaS [software-as-a-service] \u0645\u0642\u062f\u0645\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0645\u062b\u0644 SAP \u0648Salesforce \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0643\u0627\u0645\u0644 \u0628\u062f\u0648\u0646 \u0646\u0633\u062e \u0645\u0639\u0647\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0639\u0627\u064a\u064a\u0631 \u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u062b\u0644 Iceberg\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0627\u0644\u0641\u0639\u0644 \u062c\u0639\u0644 BigQuery \u064a\u0633\u062a\u0639\u0644\u0645 \u0645\u0628\u0627\u0634\u0631\u0629 \u0639\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u062f\u0627\u062e\u0644 \u062a\u0637\u0628\u064a\u0642\u0627\u062a SaaS \u062a\u0644\u0643.<\/p>\n<p>\u0628\u064a\u0646 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629\u060c \u0648\u0647\u062f\u0645 \u062a\u0644\u0643 \u0627\u0644\u062d\u062f\u0627\u0626\u0642 \u0627\u0644\u0645\u0633\u0648\u0631\u0629\u060c \u0648\u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0644\u0646\u0627 \u0628\u0623\u062e\u0630 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 &#8211; \u0648\u0627\u0644\u062a\u064a \u0643\u0627\u0646\u062a \u062a\u0642\u0644\u064a\u062f\u064a\u064b\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0638\u0644\u0645\u0629 &#8211; \u0648\u062c\u0639\u0644\u0647\u0627 \u0645\u0636\u064a\u0626\u0629\u060c \u062a\u0633\u0627\u0639\u062f\u0646\u0627 \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u062d\u0642\u064b\u0627 \u0641\u064a \u062a\u062d\u0648\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u062d\u064a\u0631\u0629 \u0628\u0644\u0627 \u062d\u062f\u0648\u062f \u0625\u0644\u0649 \u0648\u0627\u0642\u0639.<\/p>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"If an AI agent can reach across every cloud and database in the company, how do you prevent it from accessing data it shouldn\u2019t? How does the \u2018borderless\u2019 dream balance freedom of access with the strict security and compliance required by a modern enterprise?\">\n<h2 class=\"section-title\"><i class=\"icon\" data-icon=\"1\"\/><span style=\"color: #34495e;\">\u0625\u0630\u0627 \u0643\u0627\u0646 \u0628\u0625\u0645\u0643\u0627\u0646 \u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0639\u0628\u0631 \u0643\u0644 \u0633\u062d\u0627\u0628\u0629 \u0648\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0634\u0631\u0643\u0629\u060c \u0641\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0643 \u0645\u0646\u0639\u0647 \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u0646\u0628\u063a\u064a \u0644\u0647 \u0630\u0644\u0643\u061f \u0643\u064a\u0641 \u064a\u0648\u0627\u0632\u0646 \u0627\u0644\u062d\u0644\u0645 &#8220;\u0628\u0644\u0627 \u062d\u062f\u0648\u062f&#8221; \u0628\u064a\u0646 \u062d\u0631\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0635\u0627\u0631\u0645 \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u0630\u064a \u062a\u062a\u0637\u0644\u0628\u0647 \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629\u061f<\/span><\/h2>\n<p>\u0644\u0627 \u064a\u0632\u0627\u0644 \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0647 \u0639\u0646\u062f \u0648\u0635\u0648\u0644\u0643 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0622\u062e\u0631\u060c \u0641\u0625\u0646\u0643 \u062a\u0635\u0644 \u0625\u0644\u064a\u0647\u0627 \u0645\u0639 \u0648\u0636\u0639 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0648\u0627\u0644\u062f\u0648\u0631 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u062d\u062a\u0649 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0641\u0631\u0636 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0645\u0646 \u0627\u0644\u0645\u0635\u062f\u0631. \u064a\u0639\u062f \u0647\u0630\u0627 \u062c\u0632\u0621\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0647\u062f\u0641\u0646\u0627 \u0627\u0644\u062a\u0635\u0645\u064a\u0645\u064a \u2013 \u0648\u0647\u0648 \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0646\u0627 \u0646\u062d\u062a\u0631\u0645 \u062c\u0645\u064a\u0639 \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0623\u0645\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u064a\u0645\u062a\u0644\u0643\u0647\u0627 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0633\u0648\u0627\u0621 \u0643\u0627\u0646\u0648\u0627 \u0645\u0634\u062a\u0631\u0643\u064a\u0646 \u0641\u064a Google Cloud Platform [Google Cloud Platform] \u0623\u0648 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062a\u0644\u0643 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0648\u062c\u0648\u062f\u0629 \u0639\u0644\u0649 \u0633\u062d\u0627\u0628\u0629 \u0623\u062e\u0631\u0649. <\/p>\n<p>\u0627\u0644\u0634\u064a\u0621 \u0627\u0644\u0622\u062e\u0631 \u0627\u0644\u0630\u064a \u0646\u0642\u0648\u0645 \u0628\u0647 \u0641\u064a \u0645\u0646\u0635\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0644\u062f\u064a\u0646\u0627 \u0647\u0648 \u0627\u0644\u0633\u0645\u0627\u062d \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u062a\u0636\u064a\u064a\u0642 \u0646\u0637\u0627\u0642 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0630\u064a \u064a\u062d\u0635\u0644 \u0639\u0644\u064a\u0647 \u0647\u0624\u0644\u0627\u0621 \u0627\u0644\u0648\u0643\u0644\u0627\u0621. \u064a\u0645\u0643\u0646\u0643 \u0645\u0646\u062d \u0627\u0644\u0648\u0643\u064a\u0644 \u0625\u0630\u0646\u064b\u0627 \u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627 \u0641\u0642\u0637\u060c \u0648\u0644\u064a\u0633 \u0623\u0643\u062b\u0631.<\/p>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"Whose responsibility is that scoping? Are you just providing the tool and leaving the responsibility to the customer? How far does Google\u2019s responsibility go?\">\n<h2 class=\"section-title\"><i class=\"icon\" data-icon=\"1\"\/><span style=\"color: #34495e;\">\u0648\u0639\u0644\u0649 \u0645\u0646 \u062a\u0642\u0639 \u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0647\u0630\u0627 \u0627\u0644\u0646\u0637\u0627\u0642\u061f \u0647\u0644 \u062a\u0642\u0648\u0645 \u0641\u0642\u0637 \u0628\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0623\u062f\u0627\u0629 \u0648\u062a\u0631\u0643 \u0627\u0644\u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0644\u0644\u0639\u0645\u064a\u0644\u061f \u0625\u0644\u0649 \u0623\u064a \u0645\u062f\u0649 \u062a\u0630\u0647\u0628 \u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u062c\u0648\u062c\u0644\u061f<\/span><\/h2>\n<p>\u0641\u064a Borderless Lakehouse\u060c \u0646\u062a\u062d\u0645\u0644 \u0642\u062f\u0631\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u062a\u0633\u0647\u064a\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0637\u0631\u064a\u0642\u0629 \u0622\u0645\u0646\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u0645\u062d\u0643\u0648\u0645\u0629 \u0645\u0646 \u0648\u062c\u0647\u0629 \u0646\u0638\u0631\u0647\u0645.<\/p>\n<p>\u0639\u0646\u062f\u0645\u0627 \u064a\u0642\u0648\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0628\u0646\u0627\u0621 \u0648\u0643\u0644\u0627\u0621 \u062e\u0627\u0635\u064a\u0646 \u0628\u0647\u0645\u060c \u064a\u0648\u062c\u062f \u0639\u0646\u0635\u0631 \u0639\u0644\u064a\u0647\u0645 \u0644\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0647\u0645 \u064a\u0642\u0648\u0645\u0648\u0646 \u0628\u0641\u062d\u0635 \u0646\u0637\u0627\u0642 \u0623\u0630\u0648\u0646\u0627\u062a \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u0646\u0637\u0642\u064a\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0647\u0645. \u0646\u062d\u0646 \u0646\u062c\u0639\u0644 \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0648\u0636\u0639 \u0622\u0645\u0646 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0627\u060c \u0648\u0644\u0643\u0646 \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u062e\u0627\u0635\u0629 \u0645\u0639 \u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u0642\u062f \u064a\u0631\u063a\u0628 \u0627\u0644\u0639\u0645\u064a\u0644 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0646\u0637\u0627\u0642 \u0627\u0644\u0623\u0630\u0648\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631.<\/p>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"Having managed database services at AWS and Google, what is the most significant misconception organisations have about the \u2018data gravity\u2019 required to power generative AI effectively?\">\n<h2 class=\"section-title\"><i class=\"icon\" data-icon=\"1\"\/><span style=\"color: #34495e;\">\u0628\u0639\u062f \u0625\u062f\u0627\u0631\u0629 \u062e\u062f\u0645\u0627\u062a \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a AWS \u0648Google\u060c \u0645\u0627 \u0647\u064a \u0623\u0647\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u062e\u0627\u0637\u0626\u0629 \u0644\u062f\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062d\u0648\u0644 &#8220;\u062c\u0627\u0630\u0628\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a&#8221; \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0648\u0644\u062f \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644\u061f<\/span><\/h2>\n<p>\u0644\u0627 \u062a\u0632\u0627\u0644 \u062a\u0631\u0649 \u0628\u0639\u0636 \u0627\u0644\u0628\u0627\u0626\u0639\u064a\u0646 \u064a\u0631\u0633\u0644\u0648\u0646 \u0631\u0633\u0627\u0644\u0629 \u0645\u0641\u0627\u062f\u0647\u0627 \u0623\u0646\u0647 \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u062d\u064a\u0631\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u062b\u0645 \u062a\u0646\u0634\u064a\u0637 \u0648\u0643\u0644\u0627\u0626\u0643 \u0645\u0646 \u0630\u0644\u0643. \u0623\u0639\u062a\u0642\u062f \u0623\u0646 \u0647\u0630\u0627 \u0627\u0641\u062a\u0631\u0627\u0636 \u062e\u0627\u0637\u0626\u060c \u0644\u0623\u0646 \u0647\u0624\u0644\u0627\u0621 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u064a\u062c\u0628 \u0623\u0646 \u064a\u062a\u0635\u0631\u0641\u0648\u0627 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0648\u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646\u0648\u0627 \u0645\u0633\u062a\u0642\u0644\u064a\u0646\u060c \u0648\u0639\u0644\u064a\u0647\u0645 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629. \u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u0625\u062f\u062e\u0627\u0644 \u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062d\u062f\u0627\u062b\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. <\/p>\n<p>\u0643\u0645\u0627 \u0623\u0646 \u062a\u0643\u0644\u0641\u0629 \u0648\u062a\u0639\u0642\u064a\u062f \u0647\u0630\u0627 \u0627\u0644\u0627\u0628\u062a\u0644\u0627\u0639 \u0645\u0631\u062a\u0641\u0639\u0627\u0646 \u062c\u062f\u064b\u0627. \u0648\u0639\u0646\u062f\u0645\u0627 \u062a\u0641\u0643\u0631 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629\u060c \u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u0646\u0642\u0644 \u0628\u064a\u062a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645\u062c\u0631\u062f \u0648\u0636\u0639\u0647\u0627 \u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0635\u062d\u064a\u062d. \u064a\u062d\u0635\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0641\u0648\u0627\u0626\u062f \u0639\u0646\u062f \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a Google Cloud Platform \u0644\u0623\u0646 Google Cloud Platform \u0645\u0635\u0645\u0645 \u0628\u0634\u0643\u0644 \u0645\u062e\u062a\u0644\u0641 \u062a\u0645\u0627\u0645\u064b\u0627 \u0639\u0646 \u0623\u064a \u0634\u062e\u0635 \u0622\u062e\u0631\u060c \u0644\u0643\u0646\u0646\u064a \u0644\u0627 \u0623\u0639\u062a\u0642\u062f \u0623\u0646 \u0623\u064a \u0634\u0631\u0643\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0646\u0627\u062c\u062d\u0629 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0645\u0633\u0627\u0631 \u0644\u0644\u0623\u0645\u0627\u0645 \u0647\u0648 \u062c\u0644\u0628 \u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0628\u062d\u064a\u0631\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u0643\u0632\u064a\u0629.<\/p>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"You\u2019ve talked about the zettabytes of data under your control. If an individual struggles to manage a single 1TB drive on their home PC, how can enterprises manage data at this scale?\">\n<h2 class=\"section-title\"><i class=\"icon\" data-icon=\"1\"\/><span style=\"color: #34495e;\">\u0644\u0642\u062f \u062a\u062d\u062f\u062b\u062a \u0639\u0646 \u0632\u064a\u062a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a \u0633\u064a\u0637\u0631\u062a\u0643. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0641\u0631\u062f \u064a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0645\u062d\u0631\u0643 \u0623\u0642\u0631\u0627\u0635 \u0648\u0627\u062d\u062f \u0628\u0633\u0639\u0629 1 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u0646\u0632\u0644\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u060c \u0641\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0646\u0637\u0627\u0642\u061f<\/span><\/h2>\n<p>\u0644\u0642\u062f \u0648\u0635\u0644\u0646\u0627 \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0645\u0646 \u0627\u0644\u062d\u062c\u0645 \u062d\u064a\u062b \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0648\u0643\u0644\u0627\u0621 \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0628\u0639\u0636 \u0647\u0630\u0627. \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u0644\u0627 \u064a\u0632\u0627\u0644 \u0641\u064a\u0647 \u0628\u0639\u0636 \u0627\u0644\u0628\u0627\u0626\u0639\u064a\u0646 \u0627\u0644\u062d\u0627\u0644\u064a\u064a\u0646 \u064a\u0639\u062a\u0645\u062f\u0648\u0646 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0645\u0634\u0631\u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0627\u0644\u0630\u064a\u0646 \u064a\u0642\u0648\u0645\u0648\u0646 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0628\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0637\u0648\u0644\u0648\u062c\u064a\u0627\u062a \u064a\u062f\u0648\u064a\u064b\u0627. \u0648\u0644\u0643\u0646\u0646\u0627 \u0646\u0639\u062a\u0642\u062f \u0623\u0646\u0647 \u0625\u0630\u0627 \u0644\u0645 \u0646\u062c\u0639\u0644 \u0647\u0630\u0627 \u0627\u0644\u0623\u0645\u0631 \u0622\u0644\u064a\u064b\u0627\u060c \u0641\u0644\u0646 \u064a\u0643\u0648\u0646 \u0646\u0627\u062c\u062d\u064b\u0627. <\/p>\n<p>\u0646\u062d\u0646 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0639\u0627\u0644\u064d \u062c\u062f\u064b\u0627\u060c \u0648\u064a\u0635\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0639\u0627\u0644\u064d \u062c\u062f\u064b\u0627\u060c \u0628\u062d\u064a\u062b \u0644\u0627 \u064a\u0643\u0641\u064a \u0625\u0644\u0642\u0627\u0621 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0645\u0634\u0631\u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0643\u0644\u0629. \u062c\u0632\u0621 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062a\u0631\u0643\u064a\u0632\u0646\u0627 \u0648\u062a\u0645\u0627\u064a\u0632\u0646\u0627 \u0647\u0648 \u0645\u062d\u0627\u0648\u0644\u0629 \u062d\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0644\u0644\u0628\u0634\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 &#8211; \u0627\u0644\u062a\u062d\u0648\u0644 \u0645\u0646 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0628\u0634\u0631\u064a \u0625\u0644\u0649 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0627\u0644\u0648\u0643\u0644\u0627\u0621.<\/p>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"You spoke during the keynote about the massively beneficial results for humanity that can come from these technologies. How do we ensure that it\u2019s not used for harmful purposes, such as military operational uses, or by regimes accused of war crimes?\">\n<h2 class=\"section-title\"><i class=\"icon\" data-icon=\"1\"\/><span style=\"color: #34495e;\">\u0644\u0642\u062f \u062a\u062d\u062f\u062b\u062a \u062e\u0644\u0627\u0644 \u0627\u0644\u0643\u0644\u0645\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0639\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0644\u0644\u0625\u0646\u0633\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0623\u062a\u064a \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a. \u0641\u0643\u064a\u0641 \u0646\u0636\u0645\u0646 \u0639\u062f\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u0623\u063a\u0631\u0627\u0636 \u0636\u0627\u0631\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a\u064a\u0629 \u0627\u0644\u0639\u0633\u0643\u0631\u064a\u0629\u060c \u0623\u0648 \u0645\u0646 \u0642\u0628\u0644 \u0623\u0646\u0638\u0645\u0629 \u0645\u062a\u0647\u0645\u0629 \u0628\u0627\u0631\u062a\u0643\u0627\u0628 \u062c\u0631\u0627\u0626\u0645 \u062d\u0631\u0628\u061f<\/span><\/h2>\n<p>\u0625\u0646 \u0633\u064a\u0627\u0633\u0627\u062a \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0631\u0641\u064a\u0639\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0648\u0642\u0636\u0627\u064a\u0627 \u0627\u0644\u0631\u0642\u0627\u0628\u0629 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0627\u0644\u0623\u0648\u0633\u0639 \u062a\u0642\u0639 \u062e\u0627\u0631\u062c \u0646\u0637\u0627\u0642 \u0627\u062e\u062a\u0635\u0627\u0635\u064a \u0627\u0644\u0645\u062d\u062f\u062f. \u064a\u0646\u0635\u0628 \u062a\u0631\u0643\u064a\u0632\u064a \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u062a\u0646\u0634\u064a\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0629 &#8211; 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