{"id":4218,"date":"2025-06-01T09:48:35","date_gmt":"2025-06-01T09:48:35","guid":{"rendered":"https:\/\/futuretechs2040.com\/?p=4218"},"modified":"2026-01-20T10:46:41","modified_gmt":"2026-01-20T10:46:41","slug":"%d9%85%d8%a7-%d9%87%d9%8a-%d8%a3%d8%aa%d9%85%d8%aa%d8%a9-%d8%aa%d9%83%d9%86%d9%88%d9%84%d9%88%d8%ac%d9%8a%d8%a7-%d8%a7%d9%84%d9%85%d8%b9%d9%84%d9%88%d9%85%d8%a7%d8%aa%d8%9f-%d8%af%d9%84%d9%8a%d9%84","status":"publish","type":"post","link":"https:\/\/futuretechs2040.com\/?p=4218","title":{"rendered":"\u0645\u0627 \u0647\u064a \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u061f \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0641\u0631\u0642 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a"},"content":{"rendered":"<header id=\"pillar-top\" class=\"definition-header\">\n<p class=\"definition-title\" style=\"text-align: justify;\">\u0645\u0627 \u0647\u064a \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u061f<\/p>\n<\/header>\n<div class=\"ad-wrapper page-header-ad ad-desktop\" style=\"text-align: justify;\">\n<div id=\"mu-top\" class=\"ad ad-mu\" data-google-query-id=\"CJi43JbznY0DFbsnBgAdJggSKg\">\n<h2 id=\"google_ads_iframe_\/3618\/sitops\/PILLAR_2__container__\">\u0645\u0627 \u0647\u064a \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u061f<\/h2>\n<\/div>\n<\/div>\n<section id=\"contributors-block\">\n<div class=\"main-article-author v2\" style=\"text-align: justify;\">\u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 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\u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0645\u062d\u0641\u0632\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0623\u062e\u0631\u0649.<\/div>\n<\/section>\n<section id=\"content-body\" class=\"section definition-section\"><strong>\u0623\u0635\u0628\u062d\u062a \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0647\u064a \u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u064a\u0648\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0641\u0646\u064a \u0648\u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a:<\/strong><\/p>\n<ul class=\"default-list\" style=\"text-align: justify;\">\n<li><strong>\u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0641\u0646\u064a\u060c<\/strong> \u062a\u0642\u062f\u0645 \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0646\u062a\u0627\u0626\u062c \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631 \u0645\u0639 \u0627\u0644\u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0644\u0645\u0633\u0624\u0648\u0644\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u0627\u064b \u0648\u062a\u062a\u0637\u0644\u0628 \u0645\u0648\u0627\u0631\u062f \u0645\u0643\u062b\u0641\u0629 \u0648\u0639\u0631\u0636\u0629 \u0644\u0644\u0623\u062e\u0637\u0627\u0621 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0648\u0628\u0642\u062f\u0631 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u0627\u062a\u0633\u0627\u0642 &#8211; \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0623\u062f\u0627\u0621 \u062f\u0639\u0645 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0645\u0627\u0644.<\/li>\n<li><strong>\u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a<\/strong>\u060c \u0641\u0625\u0646 \u0627\u0644\u0627\u062a\u0633\u0627\u0642 \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0636\u064a\u062d \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u064a\u0646 \u0644\u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u064a\u0636\u0645\u0646\u0627\u0646 \u062a\u0648\u062b\u064a\u0642 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0622\u0644\u064a\u0629 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0648\u0641\u0647\u0645\u0647\u0627 \u062c\u064a\u062f\u064b\u0627 \u0648\u062a\u0644\u0628\u064a\u0629 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0648\u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0648\u0627\u0644\u062a\u0634\u0631\u064a\u0639 \u0627\u0644\u0633\u0627\u0626\u062f\u0629 \u062d\u062a\u0649 \u062a\u062a\u0645\u0643\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0645\u0646 \u062a\u0644\u0628\u064a\u0629 \u0627\u0644\u062a\u0632\u0627\u0645\u0627\u062a\u0647\u0627 \u0628\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644.<\/li>\n<\/ul>\n<div class=\"ad-wrapper ad-embedded\" style=\"text-align: justify;\">\n<div id=\"halfpage\" class=\"ad ad-hp\" data-google-query-id=\"CMrK3JbznY0DFRsrBgAdGrs1dA\">\n<div id=\"google_ads_iframe_\/3618\/sitops\/PILLAR_3__container__\"><\/div>\n<\/div>\n<\/div>\n<p style=\"text-align: justify;\">\u062a\u0634\u0647\u062f \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u062d\u0648\u0644\u0627\u064b \u062c\u0630\u0631\u064a\u0627\u064b \u0627\u0644\u064a\u0648\u0645\u060c \u0625\u0630 \u062a\u0646\u062f\u0645\u062c \u0645\u0639 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u062a\u064f\u0635\u0628\u062d \u0645\u0627 \u064a\u064f\u0639\u0631\u0641\u00a0<i>\u0628\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629<\/i>\u00a0. \u062a\u064f\u0636\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0631\u0648\u0646\u0629\u064b \u0623\u0643\u0628\u0631 \u0639\u0644\u0649 \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u064f\u0645\u0643\u0651\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0645\u0646 \u062a\u0644\u0628\u064a\u0629 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 \u0623\u0648 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u0629 \u062f\u0648\u0646 \u0639\u0646\u0627\u0621 \u0645\u0631\u0627\u062c\u0639\u0629 \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u062a\u062d\u062f\u064a\u062b\u0647\u0627 \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627.<\/p>\n<section class=\"section main-article-chapter\" data-menu-title=\"How IT automation works\">\n<h2 class=\"section-title\" style=\"text-align: justify;\">\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/h2>\n<p style=\"text-align: justify;\">\u062a\u0639\u062a\u0645\u062f \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0639\u0644\u0649 \u0623\u062f\u0648\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u062b\u0628\u062a\u0629 \u0648\u0645\u064f\u0647\u064a\u0623\u0629 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u0625\u062c\u0631\u0627\u0621 \u0633\u0644\u0633\u0644\u0629 \u0645\u062d\u062f\u062f\u0629 \u0645\u0646 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\u0648\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0628\u064a\u0646 \u0645\u0633\u0624\u0648\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u0648\u0628\u064a\u0626\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u062c\u0645\u0639 \u0645\u0646\u0635\u0629 \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0645\u062b\u0644 Microsoft Windows\u00a0PowerShell\u00a0\u060c \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 (cmdlets) \u0648\u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0648\u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u064a \u0646\u0635 \u0628\u0631\u0645\u062c\u064a 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for\">\n<h2 class=\"section-title\" style=\"text-align: justify;\">\u0645\u0627 \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u061f<\/h2>\n<p style=\"text-align: justify;\">\u064a\u0645\u0643\u0646 \u0644\u0645\u062f\u064a\u0631\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u00a0\u0648\u0627\u0644\u0641\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ul class=\"default-list\">\n<li style=\"text-align: justify;\"><b>\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/b>\u00a0\u064a\u064f\u0639\u062f\u0651 \u0646\u0634\u0631 \u062e\u0648\u0627\u062f\u0645 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u062c\u062f\u064a\u062f\u0629\u060c \u0648\u0625\u0646\u0634\u0627\u0621 \u0648\u062d\u062f\u0627\u062a \u062a\u062e\u0632\u064a\u0646\u060c \u0648\u0631\u0628\u0637 \u0627\u0644\u0634\u0628\u0643\u0627\u062a\u060c \u0645\u062c\u0631\u062f \u0628\u0639\u0636 \u062a\u0645\u0627\u0631\u064a\u0646\u00a0\u0627\u0644\u062a\u0632\u0648\u064a\u062f\u00a0\u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0639\u0644\u0649 \u0645\u0633\u0624\u0648\u0644\u064a \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0625\u0646\u062c\u0627\u0632\u0647\u0627. \u064a\u064f\u0645\u0643\u0646 \u0644\u0623\u062a\u0645\u062a\u0629 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data-menu-title=\"Benefits of IT automation\">\n<h2 class=\"section-title\" style=\"text-align: justify;\">\u0641\u0648\u0627\u0626\u062f \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/h2>\n<p style=\"text-align: justify;\">\u062a\u0648\u0641\u0631 \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0643\u0641\u0627\u0621\u0629\u064b \u0648\u0627\u062a\u0633\u0627\u0642\u064b\u0627 \u0641\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a\u060c \u0648\u0645\u0631\u0648\u0646\u0629\u064b \u0641\u064a \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u0648\u0627\u0645\u062a\u062b\u0627\u0644\u064b\u0627 \u0644\u0644\u0623\u0646\u0638\u0645\u0629\u060c \u0648\u062f\u0639\u0645\u064b\u0627 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c 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justify;\">\u064a\u0624\u062f\u064a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u062f\u0648\u064a\u0629 \u0627\u0644\u0645\u0645\u0644\u0629 \u0648\u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0648\u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0633\u062a\u063a\u0631\u0642 \u0648\u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0645\u0643\u0644\u0641\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u062a\u0633\u0627\u0642 \u0648\u0627\u0644\u062f\u0642\u0629 \u0648\u062a\u0633\u0631\u064a\u0639 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646 \u0642\u0628\u0644 \u0641\u0631\u0642 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0633\u0628 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\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0635\u0627\u062a \u0642\u0644\u064a\u0644\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\/\u0628\u062f\u0648\u0646 \u0643\u062a\u0627\u0628\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0645\u0633\u0627\u0639\u062f\u064a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0643\u0648\u062f \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<\/ul>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"Challenges of IT automation\">\n<h2 class=\"section-title\" style=\"text-align: justify;\">\u062a\u062d\u062f\u064a\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/h2>\n<p style=\"text-align: justify;\">\u0644\u0627 \u062a\u0636\u0645\u0646 \u0625\u064a\u062c\u0627\u0628\u064a\u0627\u062a \u0623\u062a\u0645\u062a\u0629 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style=\"text-align: justify;\">\u0642\u062f \u062a\u0642\u0639 \u0628\u0639\u0636 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0641\u064a \u0641\u062e \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u0623\u062a\u0645\u062a\u0629 &#8211; \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062f\u062e\u0644\u0627\u064b \u064a\u062f\u0648\u064a\u064b\u0627 \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u062f\u0648\u0646 \u062a\u0648\u0641\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u0646\u0641\u064a\u0630\u0647\u0627.<\/li>\n<li style=\"text-align: justify;\">\u0641\u064a \u0639\u062c\u0644\u0629 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0644\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0642\u062f \u0644\u0627 \u062a\u062a\u062e\u0630 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0636\u0645\u0627\u0646 \u0623\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0648\u0644 \u0623\u062a\u0645\u062a\u062a\u0647\u0627 \u0633\u062a\u062e\u0644\u0642 \u0639\u0627\u0626\u062f\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631.<\/li>\n<li style=\"text-align: justify;\">\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0639\u062a\u0645\u062f \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0642\u064a\u064a\u062f\u0647\u0627 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0627\u0644\u0645\u0648\u0631\u062f\u064a\u0646. \u0642\u062f \u064a\u062a\u0637\u0644\u0628 \u062a\u063a\u064a\u064a\u0631 \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0623\u0648 \u0627\u0639\u062a\u0645\u0627\u062f \u0623\u062f\u0648\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0625\u0639\u0627\u062f\u0629 \u062a\u0635\u0645\u064a\u0645 \u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0623\u062a\u0645\u062a\u0629.<\/li>\n<\/ul>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"IT automation vs. other types of business automation\"><\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"IT automation tool categories\"><\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"The role of AI and ML in IT automation\">\n<h2 class=\"section-title\" style=\"text-align: justify;\">\u062f\u0648\u0631 <a href=\"https:\/\/futuretechs2040.com\/?p=1663\">\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/a> \u0641\u064a \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/h2>\n<p style=\"text-align: justify;\">\u0639\u0646\u062f\u0645\u0627 \u062a\u064f\u062a\u0631\u062c\u0645 \u0645\u0647\u0645\u0629 \u0645\u0627 \u0625\u0644\u0649 \u0639\u0646\u0635\u0631 \u0623\u062a\u0645\u062a\u0629\u060c \u062a\u064f\u0646\u0641\u064e\u0651\u0630 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 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justify;\">\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u064f\u062f\u0645\u062c\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u064a \u064a\u0648\u0641\u0631\u0647\u0627 \u0627\u0644\u0628\u0627\u0626\u0639\u0648\u0646\u060c \u062a\u064f\u062f\u0645\u062c \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (\u00a0NLP\u00a0) \u0641\u064a \u0645\u0646\u0635\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a 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\u0627\u0644\u062d\u062c\u0645 \u0645\u0646 \u062a\u062d\u0645\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u0631\u0642\u064a\u0629 \u0639\u0645\u0644\u064a\u0627\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0644\u0644\u062a\u0646\u0627\u0641\u0633 \u0645\u0639 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u064b\u0627.<\/li>\n<\/ul>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"How to build a business case for automation\">\n<h2 class=\"section-title\" style=\"text-align: justify;\">\u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u062f\u0631\u0627\u0633\u0629 \u062c\u062f\u0648\u0649 \u0644\u0644\u0623\u062a\u0645\u062a\u0629<\/h2>\n<p style=\"text-align: justify;\">\u0644\u0642\u062f \u062a\u0637\u0648\u0631\u062a \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u0639\u0628\u0621 \u0639\u0644\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0625\u0644\u0649 \u062e\u062f\u0645\u0629 \u0623\u0639\u0645\u0627\u0644 \u062d\u064a\u0648\u064a\u0629 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062f\u0639\u0645 \u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u062a\u0648\u0627\u0643\u0628\u0647. \u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0625\u062f\u0627\u0631\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0648\u0627\u0644\u064a\u062f\u0648\u064a\u0629 \u062a\u0644\u0628\u064a\u0629 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u064a\u0648\u0645\u060c \u0648\u0623\u0635\u0628\u062d\u062a \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u062a\u0633\u0647\u064a\u0644 \u062a\u062d\u062f\u064a\u062b \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/p>\n<p style=\"text-align: justify;\">\u062a\u064f\u062f\u0631\u0643 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u062c\u064a\u062f\u064b\u0627 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0645\u0629 \u0644\u0645\u0648\u0627\u0643\u0628\u0629 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0648\u0627\u0644\u0631\u0628\u062d\u064a\u0629\u060c \u0646\u0627\u0647\u064a\u0643 \u0639\u0646 \u0645\u0648\u0627\u062c\u0647\u0629 \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f\u0629 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0648\u0627\u0644\u062a\u0632\u0627\u064a\u062f. \u0644\u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0628\u0646\u0627\u0621 \u062f\u0631\u0627\u0633\u0629 \u062c\u062f\u0648\u0649 \u0645\u064f\u0642\u0646\u0639\u0629 \u0644\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0642\u062f\u064a\u0645\u0629 \u0625\u0644\u0649 \u0639\u0645\u0644\u064a\u0627\u062a \u0648\u0633\u064a\u0631 \u0639\u0645\u0644 \u0622\u0644\u064a\u0629\u00a0\u0648\u0641\u0639\u0651\u0627\u0644\u0629 \u0648\u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u00a0\u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u064a\u0643\u0648\u0646 \u0628\u0645\u062b\u0627\u0628\u0629 \u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0644\u0641\u0631\u0642 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u0639\u0649 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0645\u0627\u0644\u064a \u0648\u0627\u0644\u0645\u0639\u0646\u0648\u064a \u0645\u0646 \u0643\u0628\u0627\u0631 \u0627\u0644\u0645\u062f\u064a\u0631\u064a\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u064a\u0646. \u0623\u0644\u064a\u0633 \u0643\u0630\u0644\u0643\u061f \u0644\u064a\u0633 \u0628\u0647\u0630\u0647 \u0627\u0644\u0633\u0647\u0648\u0644\u0629.<\/p>\n<p style=\"text-align: justify;\">\u064a\u062a\u0639\u064a\u0646 \u0639\u0644\u0649 \u0641\u0631\u0642 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0648\u0627\u062c\u0628\u0627\u062a\u0647\u0627 \u0648\u062a\u0637\u0628\u064a\u0642 \u0645\u0628\u0627\u062f\u0626 \u0625\u062b\u0628\u0627\u062a \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644\u060c \u0648\u0627\u0644\u062a\u064a &#8211; \u0639\u0646\u062f \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0647\u0627 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d &#8211; \u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul class=\"default-list\" style=\"text-align: justify;\">\n<li>\u064a\u0645\u0643\u0646 \u0644\u0644\u0623\u062a\u0645\u062a\u0629 \u062a\u0642\u062f\u064a\u0645 \u0646\u062a\u0627\u0626\u062c \u0646\u0627\u062c\u062d\u0629 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062f\u0648\u0646 \u0623\u062e\u0637\u0627\u0621 \u0623\u0648 \u0633\u0647\u0648 \u0645\u0631\u062a\u0628\u0637 \u0639\u0627\u062f\u0629 \u0628\u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a 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\u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0627\u0644\u062a\u0623\u062e\u064a\u0631\u0627\u062a \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u062e\u062f\u0645\u0627\u062a \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0648\u0628\u062a\u0643\u0644\u0641\u0629 \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a\u0629.<\/p>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"Best practices for implementing IT automation\">\n<h2 class=\"section-title\" style=\"text-align: justify;\">\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0644\u062a\u0646\u0641\u064a\u0630 \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/h2>\n<p style=\"text-align: justify;\">\u0623\u0634\u0627\u0631\u062a \u0634\u0631\u0643\u0629 \u0631\u064a\u062f \u0647\u0627\u062a \u0641\u064a \u062a\u0642\u0631\u064a\u0631\u0647\u0627 &#8220;\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0629&#8221; \u0625\u0644\u0649 \u0623\u0646 &#8220;\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u0635\u0627\u0639\u062f\u064a\u0629 \u0644\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a&#8221;. \u0648\u0623\u0636\u0627\u0641\u062a: &#8220;\u0639\u0646\u062f\u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u0642\u0633\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0623\u062f\u0648\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u0645\u062a\u0628\u0627\u064a\u0646\u0629\u060c \u0641\u0625\u0646 \u063a\u064a\u0627\u0628 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0645\u0631\u0643\u0632\u064a\u0629 \u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0625\u0639\u0627\u0642\u0629 \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u0627\u0644\u062d\u0648\u0643\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u0637\u064a\u0644 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u064a \u062a\u0633\u0639\u0649 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0625\u0644\u0649 \u062a\u062d\u0642\u064a\u0642\u0647\u0627&#8221;.<\/p>\n<p style=\"text-align: justify;\"><strong>\u064a\u064f\u0639\u062f \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0648\u0627\u0644\u062c\u0647\u0648\u062f \u0627\u0644\u0645\u062a\u0636\u0627\u0641\u0631\u0629 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 \u062e\u0637\u0637 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u062c\u062f\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0635\u064a\u0627\u0646\u0629. \u062a\u0634\u0645\u0644 \u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0644\u062a\u0637\u0628\u064a\u0642 \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0627 \u064a\u0644\u064a:<\/strong><\/p>\n<ul class=\"default-list\">\n<li style=\"text-align: justify;\">\u062a\u062d\u062f\u064a\u062f \u0623\u0647\u062f\u0627\u0641 \u0648\u0627\u0636\u062d\u0629 \u0644\u0645\u0628\u0627\u062f\u0631\u0629 \u0627\u0644\u0623\u062a\u0645\u062a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0648\u0644 \u0627\u0644\u0634\u0631\u0643\u0629 \u062d\u0644\u0647\u0627 \u0648\u0643\u064a\u0641\u064a\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0643\u062a\u064a\u0643\u0627\u062a \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0622\u0646 \u0648\u0643\u0630\u0644\u0643 \u0628\u0639\u062f \u062e\u0645\u0633 \u0633\u0646\u0648\u0627\u062a \u0645\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630.<\/li>\n<li style=\"text-align: justify;\">\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0644\u064a\u0633\u062a \u0643\u0644 \u0634\u064a\u0621 \u0623\u0648 \u0644\u0627 \u0634\u064a\u0621. \u0627\u0633\u062a\u0647\u062f\u0641 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0648\u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0647\u0644\u0643 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u062a\u062a\u0637\u0644\u0628 \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u064b\u0627 \u0648\u062a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0639\u0631\u0636\u0629 \u0644\u0644\u0623\u062e\u0637\u0627\u0621.<\/li>\n<li style=\"text-align: justify;\">\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0645\u0647\u0645\u0629 \u0645\u0639\u064a\u0646\u0629 \u0644\u0644\u0623\u062a\u0645\u062a\u0629\u060c \u0636\u0639 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0627\u0644\u064a \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0634\u0631\u0643\u0629 \u0648\u0627\u0628\u062d\u062b \u0639\u0646 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0623\u0648 \u0639\u0645\u0644\u064a\u0627\u062a \u0641\u0631\u0639\u064a\u0629 \u0645\u0634\u062a\u0631\u0643\u0629 \u0644\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0644\u062a\u0646\u0633\u064a\u0642.<\/li>\n<li style=\"text-align: justify;\">\u064a\u0646\u0628\u063a\u064a \u0645\u0631\u0627\u062c\u0639\u0629 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0644\u0644\u0623\u062a\u0645\u062a\u0629 \u0628\u0639\u0646\u0627\u064a\u0629 \u0648\u0627\u0644\u0645\u0648\u0627\u0641\u0642\u0629 \u0639\u0644\u064a\u0647\u0627 \u0645\u0646 \u0642\u0628\u0644 \u0645\u062e\u062a\u0644\u0641 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0645\u0635\u0644\u062d\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0641\u0631\u0642 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0648\u0627\u0644\u0623\u0645\u0646 \u0648\u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a\u0629\u060c \u0644\u0644\u0642\u0636\u0627\u0621 \u0639\u0644\u0649 \u0635\u0648\u0627\u0645\u0639 \u0627\u0644\u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062e\u0631\u0628 \u0627\u0644\u062a\u0646\u0641\u064a\u0630.<\/li>\n<li style=\"text-align: justify;\">\u0642\u064a\u0651\u0645 \u0623\u062f\u0648\u0627\u062a \u0648\u0645\u0646\u0635\u0627\u062a \u0648\u0623\u0637\u0631 \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629. \u062a\u062a\u0631\u0627\u0648\u062d \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0628\u064a\u0646 \u0623\u062f\u0648\u0627\u062a \u0645\u064f\u0631\u0643\u0651\u0632\u0629 \u0639\u0644\u0649 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0645\u0646\u0635\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/li>\n<li style=\"text-align: justify;\">\u062a\u0646\u0641\u064a\u0630 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u062d\u062a\u0649 \u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u062a\u0646\u0641\u064a\u0630\u0647\u0627.<\/li>\n<li style=\"text-align: justify;\">\u062f\u0645\u062c \u0623\u062f\u0648\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0639 \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u0644\u0636\u0645\u0627\u0646 \u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0648\u0645\u0644\u0627\u0621\u0645\u062a\u0647\u0627 \u0648\u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0645\u0633\u0624\u0648\u0644\u0629 \u0648\u0645\u0631\u0627\u062c\u0639\u062a\u0647\u0627 \u0625\u0630\u0627 \u0644\u0632\u0645 \u0627\u0644\u0623\u0645\u0631.<\/li>\n<li style=\"text-align: justify;\">\u0637\u0628\u0651\u0642 \u0645\u0642\u0627\u064a\u064a\u0633 \u0623\u0648 \u0645\u0624\u0634\u0631\u0627\u062a \u0623\u062f\u0627\u0621 \u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0642\u064a\u0627\u0633 \u0645\u062f\u0649 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0628\u0645\u0648\u0636\u0648\u0639\u064a\u0629.\u00a0\u0643\u0645\u0627 \u064a\u064f\u0633\u0627\u0639\u062f \u0627\u0644\u0631\u0635\u062f \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0646\u0642\u0627\u0637 \u0627\u0644\u0636\u0639\u0641\u00a0\u0641\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u0624\u062a\u0645\u062a\u0629.<\/li>\n<li style=\"text-align: justify;\">\u0623\u062a\u0645\u062a\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0635\u063a\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0648\u0625\u062b\u0628\u0627\u062a \u0642\u064a\u0645\u0629 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0644\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u062b\u0645 \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u0646\u0647\u062c\u064a.<\/li>\n<li style=\"text-align: justify;\">\u062e\u0637\u0637 \u0644\u0645\u0631\u0627\u062c\u0639\u0627\u062a \u062f\u0648\u0631\u064a\u0629 \u0644\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u062a\u0647\u0627\u060c \u0628\u062d\u064a\u062b \u0644\u0627 \u064a\u062a\u0645 \u0625\u0647\u0645\u0627\u0644 \u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0627 \u0641\u0643\u0631\u0629 \u0644\u0627\u062d\u0642\u0629\u00a0<a>.<\/a><\/li>\n<\/ul>\n<\/section>\n<section class=\"section main-article-chapter\" data-menu-title=\"Future of automation\">\n<h2 class=\"section-title\">\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0623\u062a\u0645\u062a\u0629<\/h2>\n<p style=\"text-align: justify;\">\u0633\u062a\u0633\u062a\u0645\u0631 \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0633\u0648\u0627\u0621\u064b \u0643\u0627\u0646\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0623\u0645 \u0645\u064f\u0628\u0627\u0644\u063a\u064b\u0627 \u0641\u064a\u0647\u0627\u060c \u0641\u064a \u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0639\u0644\u0649 \u0645\u0633\u062a\u0642\u0628\u0644 \u0623\u062a\u0645\u062a\u0629 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a. \u0633\u064a\u0642\u0648\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u064a\u0644\u064a (GenAI) \u0648\u0630\u0643\u0627\u0621 \u0627\u0644\u062d\u0627\u0641\u0629 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a. \u0648\u0644\u0643\u0646 \u0644\u0627 \u062a\u062a\u0648\u0642\u0639\u0648\u0627 \u0623\u0646 \u064a\u064f\u0647\u064a\u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u064a\u0644\u064a\u060c \u0628\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0623\u0646\u0645\u0627\u0637 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u0633\u062a\u0642\u0644\u0629 \u0648\u063a\u064a\u0631 \u0645\u064f\u0647\u064a\u0643\u0644\u0629 \u0648\u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0628\u064a\u0626\u0629 \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639\u0629\u060c \u0639\u0644\u0649 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0641\u064a \u0623\u064a \u0648\u0642\u062a \u0642\u0631\u064a\u0628. \u0633\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0648\u0645\u0646\u0635\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u064a\u0629 (RPA) \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u0646\u0645\u0627\u0630\u062c\u0647\u0627 \u0627\u0644\u062d\u062a\u0645\u064a\u0629 \u0648\u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u0645\u0639 \u062f\u0639\u0645 \u0645\u0646 \u062d\u064a\u0646 \u0644\u0622\u062e\u0631 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 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