{"id":3033,"date":"2025-08-27T06:07:28","date_gmt":"2025-08-27T06:07:28","guid":{"rendered":"https:\/\/www.AnwarBosbool.com\/ar\/?p=3033"},"modified":"2025-08-27T06:07:29","modified_gmt":"2025-08-27T06:07:29","slug":"ai-driven-automation-the-future-of-smarter-faster-testing","status":"publish","type":"post","link":"https:\/\/www.AnwarBosbool.com\/ar\/2025\/08\/ai-driven-automation-the-future-of-smarter-faster-testing\/","title":{"rendered":"\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0630\u0643\u0649 \u0648\u0627\u0644\u0623\u0633\u0631\u0639"},"content":{"rendered":"\n<p>\u0623\u062d\u062f\u062b\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0637\u0641\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0641\u0647\u064a \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0651\u0629. \u064a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u064a\u0648\u062f \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u0652\u062c \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0646\u0628\u0651\u0626\u064a \u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u062f\u0642\u0629 \u0623\u0643\u0628\u0631 \u0645\u0645\u0627 \u064a\u0648\u0641\u0651\u0631 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0642\u064f\u062f\u0652\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0651\u0641.<\/p>\n\n\n\n<!--more-->\n\n\n\n<p>\u0633\u064a\u064f\u062d\u062f\u0650\u062b \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0646\u0642\u0644\u0629 \u0646\u0648\u0639\u064a\u0629 \u0641\u064a \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062a\u063a\u0637\u064a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a (test coverage) \u0648\u0627\u0644\u062d\u062f \u0645\u0646 \u062a\u0633\u0631\u0651\u0628 \u0627\u0644\u0639\u064a\u0648\u0628 (defect leakage) \u0648\u062a\u062d\u0633\u064a\u0646 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 (testing efficiency). \u0625\u0646\u0647 \u0642\u0648\u0651\u0629 \u0633\u062a\u064f\u062d\u062f\u0650\u062b \u062a\u063a\u064a\u064a\u0631\u064b\u0627 \u062c\u0630\u0631\u064a\u064b\u0627 \u0641\u064a \u0636\u0645\u0627\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a.<\/p>\n\n\n\n<p>\u062f\u0639\u0648\u0646\u0627 \u0646\u0644\u0642\u064a \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062f\u0648\u0631 \u0627\u0644\u0630\u064a \u064a\u0644\u0639\u0628\u0647 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a.<\/p>\n\n\n\n<p><strong>\u0625\u0646\u0634\u0627\u0621 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 (Test Cases)<\/strong><\/p>\n\n\n\n<p>\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0639\u0644\u0649 \u0646\u0635\u0648\u0635 \u0628\u0631\u0645\u062c\u064a\u0629 (scripts) \u0645\u064f\u0639\u064e\u062f\u0651\u0629 \u0645\u064f\u0633\u0628\u0642\u064b\u0627 \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u062a\u0637\u0644\u0651\u0628 \u062a\u062d\u062f\u064a\u062b\u064b\u0627 \u0645\u064f\u0633\u062a\u0645\u0631\u064b\u0627. \u0644\u0643\u0646 \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 (ML) \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u064a\u0633\u062a\u062e\u062f\u0645\u0627\u0646 \u0623\u062f\u0648\u0627\u062a \u0645\u064f\u062f\u0639\u0651\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0637\u0648\u064a\u0631 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0645\u0645\u0627 \u064a\u064f\u0642\u0644\u0651\u0644 \u0645\u0646 \u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0645\u0628\u0630\u0648\u0644 \u0641\u064a \u0648\u0642\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 (run time).<\/p>\n\n\n\n<p>\u064a\u064f\u0639\u0632\u0632 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 (codebase) \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062d\u0631\u062c\u0629 \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u062d\u0627\u0644\u0627\u062a \u0627\u062e\u062a\u0628\u0627\u0631 \u0644\u0648\u0638\u0627\u0626\u0641 \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u0639\u064a\u0651\u0646\u0629. \u064a\u064f\u0633\u0647\u0645 \u0647\u0630\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u063a\u0637\u064a\u0629 \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631.<\/p>\n\n\n\n<p>\u062b\u0627\u0646\u064a\u064b\u0627\u060c \u064a\u064f\u0645\u0643\u0650\u0646 \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u0651\u0624\u064a\u0629 (predictive analytics) \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 (defects) \u0644\u062a\u062d\u062f\u064a\u062f \u0623\u0648\u0644\u0648\u064a\u0651\u0627\u062a \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0643\u0648\u0651\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 (high-risk components). \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0633\u064a\u0646 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u062a\u0645 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u064a\u064f\u0635\u0628\u062d \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0648\u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u062a\u0632\u062f\u0627\u062f \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c.<\/p>\n\n\n\n<p><strong>\u0627\u0644\u062a\u0646\u0628\u0651\u0624 \u0628\u0627\u0644\u0639\u064a\u0648\u0628 (Defect Prediction)<\/strong><\/p>\n\n\n\n<p>\u064a\u062a\u0628\u064e\u0639 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0646\u0647\u062c\u064b\u0627 \u062a\u0641\u0627\u0639\u0644\u064a\u064b\u0627 (reactive approach) \u0623\u064a \u0623\u0646\u0647 \u064a\u062d\u062f\u0651\u062f \u0627\u0644\u0639\u064a\u0648\u0628 \u0628\u0639\u062f \u062d\u062f\u0648\u062b\u0647\u0627. \u0623\u0645\u0627 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a\u064f\u062d\u0648\u0651\u0644 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0625\u0644\u0649 \u0646\u0647\u062c \u0627\u0633\u062a\u0628\u0627\u0642\u064a (proactive approach) \u062d\u064a\u062b \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u0646\u0628\u0651\u0624 \u0628\u0627\u0644\u0639\u064a\u0648\u0628 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629. \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u064f\u062f\u0627\u0631\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0646\u0628\u0651\u0624 \u0628\u0646\u0642\u0627\u0637 \u0627\u0644\u0641\u0634\u0644 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u062d\u062a\u0649 \u0642\u0628\u0644 \u062d\u062f\u0648\u062b\u0647\u0627 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0648\u0646\u062a\u0627\u0626\u062c\u0647\u0627 \u0648\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0643\u0648\u062f \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 (patterns) \u0648\u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062e\u0637\u0648\u0631\u0629.<\/p>\n\n\n\n<p>\u062a\u064f\u0633\u062a\u062e\u062f\u064e\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 \u0643\u0646\u0645\u0627\u0630\u062c \u0644\u0644\u062a\u0646\u0628\u0651\u0624 \u0628\u0627\u0644\u0639\u064a\u0648\u0628 \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0631\u0628\u0637 \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0628\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u062d\u0648\u0644 \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0623\u0639\u0644\u0649 (areas of higher risk).<\/p>\n\n\n\n<p>\u064a\u064f\u062d\u0633\u0651\u0646 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0623\u064a\u0636\u064b\u0627 \u0643\u0641\u0627\u0621\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u064a\u0648\u0628 \u0648\u064a\u064f\u0642\u0644\u0651\u0644 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u064a\u062f\u0648\u064a (manual debugging). \u064a\u064f\u0633\u0627\u0639\u0650\u062f \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0651\u0624 \u0628\u0627\u0644\u0639\u064a\u0648\u0628 \u0628\u062f\u0642\u0629 \u0623\u0643\u0628\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0648\u0651\u0629 \u062d\u0648\u0633\u0628\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0622\u0644\u064a\u0629 \u0622\u0646\u064a\u0651\u0629 \u0643\u0645\u0627 \u064a\u064f\u0648\u0641\u0651\u0631 \u062a\u063a\u0630\u064a\u0629 \u0631\u0627\u062c\u0639\u0629 \u0641\u0648\u0631\u064a\u0651\u0629 \u062a\u064f\u0645\u0643\u0651\u0646 \u0645\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u064a\u0648\u0628 \u0648\u062d\u0644\u0651\u0647\u0627 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639.<\/p>\n\n\n\n<p><strong>\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u062b<\/strong> (<strong>Self-Healing<\/strong>)<\/p>\n\n\n\n<p>\u0645\u0646 \u0623\u062d\u062f\u062b \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u062a\u0637\u0648\u064a\u0631 \u0623\u064f\u0637\u064f\u0631 \u0639\u0645\u0644 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u062b (self-healing AI frameworks). \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u0637\u0644\u0651\u0628 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0641\u064a \u0633\u0644\u0648\u0643 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u062a\u062d\u062f\u064a\u062b\u064b\u0627 \u0645\u062a\u0643\u0631\u0631\u064b\u0627 \u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 (scripts) \u0645\u0645\u0627 \u064a\u064f\u0634\u0643\u0651\u0644 \u0628\u062f\u0648\u0631\u0647 \u062a\u062d\u062f\u0651\u064a\u064b\u0627 \u0641\u064a \u0635\u064a\u0627\u0646\u062a\u0647\u0627.<\/p>\n\n\n\n<p>\u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u064a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0622\u0644\u064a\u0651\u0627\u062a \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0630\u0627\u062a\u064a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI powered self-healing mechanisms). \u062a\u064f\u062d\u062f\u0651\u062f \u0647\u0630\u0647 \u0627\u0644\u0622\u0644\u064a\u0651\u0627\u062a \u0646\u0635\u0648\u0635 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 (scripts) \u0648\u062a\u064f\u0639\u062f\u0651\u0644\u0647\u0627 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u064b\u0627 \u0648\u0641\u0642\u064b\u0627 \u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c. \u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u064f\u0637\u064f\u0631 \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0648\u0645\u0646 \u062b\u0645\u0651 \u062a\u062d\u062f\u064a\u062b \u0646\u0635\u0648\u0635 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 (scripts) \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0639\u062f\u0645 \u0627\u0646\u0642\u0637\u0627\u0639 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0628\u0633\u0628\u0628 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c.<\/p>\n\n\n\n<p>\u062a\u064f\u0639\u064e\u062f \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0623\u062d\u062f \u0623\u0647\u0645 \u0627\u0644\u0625\u0646\u062c\u0627\u0632\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI driven testing) \u062d\u064a\u062b \u062a\u062a\u0643\u064a\u0651\u0641 \u0646\u0635\u0648\u0635 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 (test scripts) \u0645\u0639 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 (UI). \u062a\u0633\u062a\u062e\u062f\u0645 Testim \u0648 Applitools \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0641\u064a \u0639\u0646\u0627\u0635\u0631 \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u062b\u0645 \u062a\u0642\u0648\u0645 \u0628\u062a\u0639\u062f\u064a\u0644 \u0646\u0635\u0648\u0635 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 (test scripts) \u0648\u0641\u0642\u064b\u0627 \u0644\u0630\u0644\u0643. \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u062a\u0631\u0628\u0637 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI driven test suites) \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0644\u0644\u062a\u0646\u0628\u0651\u0624 \u0628\u0646\u0642\u0627\u0637 \u0627\u0644\u0641\u0634\u0644 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0631\u062a\u064a\u0628 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a.<\/p>\n\n\n\n<p><strong>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 (Cost Optimization)<\/strong><\/p>\n\n\n\n<p>\u064a\u064f\u0633\u0647\u0645 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u062f\u0641\u0648\u0639 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u062a\u062c\u0627\u0648\u0632 \u0639\u0648\u0627\u0626\u0642 \u0633\u0631\u0639\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0639\u064a\u0648\u0628 \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 (budgeting) \u0645\u064f\u062d\u062f\u0650\u062b\u064b\u0627 \u062a\u063a\u064a\u064a\u0631\u064b\u0627 \u062c\u0630\u0631\u064a\u064b\u0627. \u064a\u064f\u0624\u062f\u0651\u064a \u062f\u0645\u0652\u062c \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\/\u0627\u0644\u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 (CI\/CD) \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0647\u0627\u0626\u0644\u0629 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0648\u062a\u0633\u0631\u064a\u0639 \u0637\u0631\u062d \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0648\u0642.<\/p>\n\n\n\n<p>\u0634\u0647\u062f\u064e \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b \u0627\u0632\u062f\u064a\u0627\u062f\u064b\u0627 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0645\u0627 \u064a\u0648\u0641\u0651\u0631 \u0633\u0631\u0639\u0629 \u0641\u064a \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u0642\u0627\u0628\u0644\u064a\u0651\u0629 \u0623\u0641\u0636\u0644 \u0644\u0644\u062a\u0643\u064a\u0651\u0641 (adaptability) \u0648\u0627\u0643\u062a\u0634\u0627\u0641\u064b\u0627 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0651\u0629 \u0644\u0644\u0623\u062e\u0637\u0627\u0621. \u0648\u0645\u0639 \u062a\u0628\u0646\u0651\u064a \u0627\u0644\u062c\u0647\u0627\u062a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0645\u0646\u0647\u062c\u064a\u0627\u062a DevOps \u0648 CI\/CD\u060c \u062d\u0633\u0651\u0646\u062a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0645\u0639 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/p>\n\n\n\n<p><strong>\u0627\u0644\u062a\u062d\u062f\u0651\u064a\u0627\u062a<\/strong><\/p>\n\n\n\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0645\u0632\u0627\u064a\u0627\u0647\u0627 \u0627\u0644\u0639\u062f\u064a\u062f\u0629\u060c \u0625\u0644\u0627 \u0623\u0646 \u0647\u0646\u0627\u0643 \u062a\u062d\u062f\u0651\u064a\u0627\u062a \u0642\u0644\u064a\u0644\u0629 \u064a\u062a\u0639\u064a\u0651\u0646 \u0639\u0644\u064a\u0646\u0627 \u0627\u0644\u062a\u063a\u0644\u0651\u0628 \u0639\u0644\u064a\u0647\u0627 \u0642\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639. \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u0651\u064a\u0627\u062a \u0647\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u0644\u062a\u062d\u062f\u0651\u064a \u0627\u0644\u0623\u0643\u0628\u0631 \u0647\u0648 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629. \u0641\u064a \u062d\u0627\u0644 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0635\u062d\u064a\u062d\u0629 \u0623\u0648 \u0645\u062a\u062d\u064a\u0651\u0632\u0629\u060c \u0642\u062f \u062a\u0643\u0648\u0646 \u062a\u0646\u0628\u0651\u0624\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u063a\u064a\u0631 \u0645\u0648\u062b\u0648\u0642\u0629 \u0648\u063a\u064a\u0631 \u0639\u0627\u062f\u0644\u0629. \u064a\u064f\u0639\u062f\u0651 \u0636\u0645\u0627\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0648\u062a\u0645\u062b\u064a\u0644\u064a\u0651\u0629 (representative) \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n\n\n\n<li>\u064a\u062a\u0637\u0644\u0651\u0628 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0643\u0648\u0627\u062f\u0631 \u0645\u0624\u0647\u0651\u0644\u0629 \u062a\u062a\u0645\u062a\u0639 \u0628\u062e\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0648\u0647\u0648 \u0645\u0627 \u064a\u0644\u0632\u0645 \u0644\u062f\u0645\u0652\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0623\u064f\u0637\u064f\u0631 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 (frameworks). \u0644\u062a\u0637\u0628\u064a\u0642 \u0645\u0646\u0647\u062c\u064a\u0627\u062a \u0627\u062e\u062a\u0628\u0627\u0631 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u062a\u0639\u064a\u0651\u0646 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a \u0641\u0631\u064a\u0642 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631.<\/li>\n\n\n\n<li>\u064a\u064f\u0639\u062f\u0651 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a \u0648\u0627\u0644\u0623\u0645\u0646 (regulatory compliance and security) \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u062a\u0623\u0645\u064a\u0646.<\/li>\n<\/ul>\n\n\n\n<p><strong>\u062e\u0627\u062a\u0645\u0629<\/strong><\/p>\n\n\n\n<p>\u064a\u064f\u062d\u062f\u0650\u062b \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0646\u0642\u0644\u0629 \u0646\u0648\u0639\u064a\u0629 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0639\u064a\u0648\u0628 (defect management) \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a. \u0643\u0645\u0627 \u062a\u062a\u0645\u062b\u0644 \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0623\u0643\u0628\u0631 \u0644\u0644\u062c\u0647\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062f\u0645\u062c \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\/\u0627\u0644\u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 (CI\/CD) \u0641\u064a \u0627\u0644\u0642\u062f\u0652\u0631\u0629 \u0639\u0644\u0649 \u062a\u0633\u0631\u064a\u0639 \u0648\u0642\u062a \u0637\u0631\u062d \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u062a\u064a\u0646.<\/p>\n\n\n\n<p>\u0623\u0635\u0628\u062d\u062a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0627\u0645\u0644\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0625\u0630 \u064a\u064f\u0633\u0631\u0651\u0639 \u0648\u0642\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u064a\u0632\u064a\u062f \u0645\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0643\u064a\u0651\u0641 \u0648\u064a\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0639\u064a\u0648\u0628 (defects) \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u0648\u0643\u0645\u0627 \u0647\u0648 \u0627\u0644\u062d\u0627\u0644 \u0645\u0639 \u0627\u0644\u0640 DevOps \u0648 CI\/CD\u060c \u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u064a\u062f \u0639\u0644\u0649 \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0644\u062a\u0633\u0647\u064a\u0644 \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a. \u0648\u0645\u0639 \u062a\u0628\u0646\u0651\u064a \u0627\u0644\u062c\u0647\u0627\u062a \u0644\u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0627\u062a\u060c \u0633\u062a\u0635\u0628\u062d \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0636\u0631\u0648\u0631\u064a\u0651\u0629 \u0644\u0636\u0645\u0627\u0646 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/p>\n\n\n\n<p>\u0628\u064a\u0646\u0645\u0627 \u064a\u0642\u0648\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0633\u064a\u0644\u0639\u0628 \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u0648\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u0648\u0646 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 (test strategy) \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a (exploratory testing) \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u0650\u062d\u0651\u0629 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u064f\u0646\u062a\u0650\u062c\u0647\u0627 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u064a\u0646\u0628\u063a\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0646 \u064a\u064f\u0639\u0632\u0632 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0644\u0627 \u0623\u0646 \u064a\u064e\u062d\u064f\u0644 \u0645\u064e\u062d\u064e\u0644 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0651\u0628 \u0627\u0644\u062d\u0643\u0645\u0629 \u0648\u0627\u0644\u062d\u062f\u0633 \u0648\u0627\u0644\u062e\u0628\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0645\u0639\u064a\u0651\u0646.<\/p>\n\n\n\n<p>* \u0627\u0644\u0645\u0635\u062f\u0631: https:\/\/www.softwaretestingmagazine.com\/knowledge\/ai-powered-automation-the-future-of-smarter-faster-testing<\/p>\n\n\n\n<p>** \u0627\u0644\u0635\u0648\u0631\u0629 \u0645\u0646 \u0645\u0648\u0642\u0639: https:\/\/www.valuemomentum.com\/blogs\/defining-extreme-automation<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0623\u062d\u062f\u062b\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0637\u0641\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0641\u0647\u064a \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0651\u0629. \u064a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u064a\u0648\u062f \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u0652\u062c \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0646\u0628\u0651\u0626\u064a \u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u062f\u0642\u0629 \u0623\u0643\u0628\u0631 \u0645\u0645\u0627 \u064a\u0648\u0641\u0651\u0631 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0642\u064f\u062f\u0652\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0651\u0641.<\/p>\n","protected":false},"author":2,"featured_media":3053,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"image","meta":{"footnotes":""},"categories":[6],"tags":[1279,1272,1076,1277,593,1166,1281,1077,1280,1275,1282,594,906,1154,257,515,603,588,1271,1074,1278,1276,1075,811,85,237,29,1273],"class_list":["post-3033","post","type-post","status-publish","format-image","has-post-thumbnail","hentry","category-testing","tag-ai","tag-ai-driven-software-testing","tag-artificial-intelligence","tag-defect-leakage","tag-exploratory-testing","tag-large-language-models","tag-llm","tag-machine-learning","tag-ml","tag-natural-language-processing","tag-nlp","tag-test-cases","tag-test-coverage","tag-test-strategy","tag-257","tag-testing","tag-603","tag-588","tag-1271","tag-1074","tag-1278","tag-1276","tag-1075","tag-811","tag-85","tag-237","tag-29","tag-1273","post_format-post-format-image"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/www.AnwarBosbool.com\/ar\/wp-content\/uploads\/2025\/07\/\u0623\u062a\u0645\u062a\u0629-\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a-\u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629-\u0628\u0627\u0644\u0630\u0643\u0627\u0621-\u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.jpg","_links":{"self":[{"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/posts\/3033","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/comments?post=3033"}],"version-history":[{"count":35,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/posts\/3033\/revisions"}],"predecessor-version":[{"id":3074,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/posts\/3033\/revisions\/3074"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/media\/3053"}],"wp:attachment":[{"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/media?parent=3033"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/categories?post=3033"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/tags?post=3033"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}