{"id":3556,"date":"2026-10-01T05:10:09","date_gmt":"2026-10-01T05:10:09","guid":{"rendered":"https:\/\/www.AnwarBosbool.com\/ar\/?p=3556"},"modified":"2026-10-01T05:10:10","modified_gmt":"2026-10-01T05:10:10","slug":"how-ai-is-reshaping-software-testing-metrics","status":"publish","type":"post","link":"https:\/\/www.AnwarBosbool.com\/ar\/2026\/10\/how-ai-is-reshaping-software-testing-metrics\/","title":{"rendered":"\u0643\u064a\u0641 \u064a\u0639\u064a\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0634\u0643\u064a\u0644 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u0644\u0627 \u062a\u064e\u062a\u064e\u0645\u064e\u062d\u0652\u0648\u064e\u0631 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a 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\u0627\u0644\u0645\u0641\u062a\u0631\u0636 \u0623\u0646 \u062a\u0641\u062d\u0635\u064e\u0647 \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u0624\u0643\u0651\u062f \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0623\u0646 \u0627\u0644\u0643\u0648\u062f \u064a\u0624\u062f\u0651\u064a \u0648\u0638\u064a\u0641\u062a\u0647 \u0643\u0645\u0627 \u0647\u0648 \u0645\u062a\u0648\u0642\u0651\u0639. \u064a\u062a\u0645 \u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0643\u0633\u0644\u0648\u0643 \u0645\u062a\u0648\u0642\u0651\u0639 (expected behavior) \u0648\u064a\u0635\u0628\u062d \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0646\u0627\u062c\u062d\u064b\u0627. \u0643\u0627\u0646 \u0645\u064f\u0639\u062f\u0651\u0644 \u0646\u062c\u0627\u062d 98% \u064a\u0639\u0646\u064a \u0633\u0627\u0628\u0642\u064b\u0627 \u0623\u0646 \u0627\u0644\u0645\u064f\u0646\u062a\u064e\u062c \u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u0651\u062f \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628. \u0623\u0645\u0627 \u0627\u0644\u0622\u0646\u060c \u0641\u0642\u062f \u064a\u0639\u0646\u064a \u0623\u064a\u0636\u064b\u0627 \u0623\u0646 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u062a\u062a\u0651\u0641\u0642 \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0645\u0639 \u0627\u0644\u0639\u064a\u0648\u0628.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0627 \u062a\u0632\u0627\u0644 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u062a\u0642\u064a\u0633 \u0623\u0645\u0631\u064b\u0627 \u0645\u0627 \u0648\u0647\u0648 \u062d\u062c\u0645 \u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062c\u0627\u0631\u064a\u0629. \u0644\u0643\u0646 \u0644\u0645 \u062a\u0639\u062f \u062a\u0642\u064a\u0633 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062a\u0644\u0643 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u062a\u0648\u0641\u0651\u0631 \u0627\u0644\u062d\u0645\u0627\u064a\u0629 \u0644\u0644\u0645\u064f\u0646\u062a\u064e\u062c. \u0641\u0628\u0625\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0648\u0644\u064a\u062f \u0623\u0646\u0634\u0637\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 \u0644\u0627 \u062d\u0635\u0631 \u0644\u0647\u0627 \u0645\u0646 \u062a\u0644\u0642\u0627\u0621 \u0646\u0641\u0633\u0647 \u0645\u0645\u0627 \u064a\u0624\u062f\u0651\u064a \u0625\u0644\u0649 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0632\u0627\u064a\u062f \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u062d\u0645\u0627\u064a\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0623\u0645 \u0644\u0627.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u064a \u062a\u0648\u0636\u062d \u062c\u0648\u062f\u0629 \u0645\u0627 \u062a\u064f\u0642\u062f\u0651\u0645\u0647<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648\u0627\u062c\u0647 \u0641\u0631\u064a\u0642\u0646\u0627 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0623\u064a\u0636\u064b\u0627\u060c \u0648\u062a\u0648\u0642\u0641\u062a \u062a\u0644\u0643 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0639\u0646 \u062a\u0642\u062f\u064a\u0645 \u0623\u064a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u064a\u0645\u0643\u0646 \u0627\u0644\u0628\u0646\u0627\u0621 \u0639\u0644\u064a\u0647\u0627 \u0644\u0627\u062a\u062e\u0627\u0630 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0639\u0645\u0644\u064a\u0651\u0629. \u0623\u0645\u0627 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u062f\u0646\u0627\u0647\u060c \u0641\u0642\u062f \u0623\u062b\u0628\u062a\u062a \u062c\u062f\u0648\u0627\u0647\u0627 \u0639\u0646\u062f \u0625\u0639\u0627\u062f\u0629 \u062a\u0635\u0645\u064a\u0645 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0628\u062f\u0652\u0621\u064b\u0627 \u0645\u0646 \u0645\u0646\u0638\u0648\u0631 \u0627\u0644\u0639\u0645\u064a\u0644\u060c \u0625\u0630 \u0623\u0646 \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0648\u0636\u0639 \u0627\u0644\u0630\u064a \u062a\u062a\u062d\u062f\u0651\u062f \u0641\u064a\u0647 \u0627\u0644\u062c\u0648\u062f\u0629 \u0641\u0639\u0644\u064a\u064b\u0627.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"text-decoration: underline;\">\u0645\u064f\u0639\u062f\u0651\u0644 \u062a\u0633\u0631\u0651\u0628 \u0627\u0644\u0639\u064a\u0648\u0628 (Defect Escape Rate):<\/span> \u0645\u0646 \u0628\u064a\u0646 \u0643\u0644 \u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u062a\u064a \u0648\u064f\u062c\u0650\u062f\u064e\u062a \u0641\u064a \u0641\u062a\u0631\u0629 \u0645\u0627\u060c \u0643\u0645 \u0639\u062f\u062f \u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u064a\u0647\u0627 \u0628\u0639\u062f \u0623\u0646 \u0642\u0644\u0646\u0627 \u0623\u0646 \u0627\u0644\u0639\u0645\u0644 \u0642\u062f \u062a\u0645 \u0648\u0643\u0645 \u0639\u062f\u062f \u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u062a\u064a \u0648\u0635\u0644\u062a \u0625\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u061f<\/li>\n\n\n\n<li><span style=\"text-decoration: underline;\">\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c (Production Signals):<\/span> \u062a\u064f\u0643\u0645\u0650\u0644 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0625\u0630 \u062a\u0634\u0645\u064e\u0644: \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u062a\u064a \u064a\u0628\u0644\u0651\u063a \u0639\u0646\u0647\u0627 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (trends) \u0648\u0623\u0639\u062f\u0627\u062f \u0627\u0644\u062d\u0648\u0627\u062f\u062b (incidents) \u0648\u0627\u0644\u0645\u062f\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0638\u0644 \u0641\u064a\u0647\u0627 \u0627\u0644\u0639\u064a\u0648\u0628 \u0642\u0627\u0626\u0645\u0629 \u0642\u0628\u0644 \u0627\u0643\u062a\u0634\u0627\u0641\u0647\u0627.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u064a \u062a\u0648\u0636\u062d \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0637\u0631\u064a\u0642\u062a\u0643 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0641\u0639\u0651\u0627\u0644\u0629<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span style=\"text-decoration: underline;\">\u0645\u064f\u0639\u062f\u0651\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u064a\u0648\u0628 \u062f\u0627\u062e\u0644\u064a\u064b\u0627 (Defect Discovery Rate):<\/span> \u0644\u0633\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0646\u062a\u0638\u0627\u0631 \u062a\u0633\u0631\u0651\u0628 \u0627\u0644\u0639\u064a\u0648\u0628 \u0625\u0644\u0649 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0644\u062a\u0644\u0627\u062d\u0638 \u062d\u062f\u0648\u062b \u0630\u0644\u0643\u060c \u0641\u0645\u064f\u0639\u062f\u0651\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u062f\u0627\u062e\u0644\u064a\u064b\u0627 \u064a\u064f\u0639\u062f \u0623\u0648\u0644 \u0645\u0624\u0634\u0631 \u062a\u062d\u0630\u064a\u0631\u064a \u0648\u064a\u064f\u0642\u0635\u064e\u062f \u0628\u0647 \u0639\u062f\u062f \u0627\u0644\u0639\u064a\u0648\u0628 \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629 \u0633\u0627\u0628\u0642\u0627\u064b \u0627\u0644\u062a\u064a \u062a\u0631\u0635\u062f\u0647\u0627 \u0643\u0644 \u062f\u0648\u0631\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 regression \u0641\u064a \u0627\u0644\u0646\u0651\u064f\u0633\u064e\u062e \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629. \u0641\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629 \u0648\u0627\u0644\u0645\u062a\u0637\u0648\u0651\u0631\u0629 \u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0645\u0634\u0643\u0644\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0627\u062a\u062c\u0647 \u0645\u064f\u0639\u062f\u0651\u0644 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0647\u0630\u0627 \u0646\u062d\u0648 \u0627\u0644\u0635\u0641\u0631 \u0628\u064a\u0646\u0645\u0627 \u064a\u0633\u062a\u0645\u0631 \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u0627\u0644\u062a\u063a\u064a\u0651\u0631\u060c \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0642\u062f \u062a\u0648\u0642\u0641\u062a \u0639\u0646 \u0627\u0644\u062a\u0639\u0644\u0651\u0645 (learning) \u0648\u0633\u062a\u062f\u0631\u0643 \u0630\u0644\u0643 \u0642\u0628\u0644 \u0623\u0646 \u064a\u062a\u0623\u062b\u0631 \u0623\u064a \u0639\u0645\u064a\u0644.<\/li>\n\n\n\n<li><span style=\"text-decoration: underline;\">\u0627\u0644\u0643\u064e\u0634\u0652\u0641 \u0639\u0646 \u0627\u0644\u0639\u064a\u0648\u0628 \u062d\u0633\u0628 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 (Defect Detection by Phase):<\/span> \u064a\u064f\u0638\u0647\u0650\u0631 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u064a\u0648\u0628 \u062d\u0633\u0628 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u0623\u062e\u0651\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u062c\u064a. \u062a\u062a\u0628\u0651\u064e\u0639\u0652 \u0645\u0643\u0627\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u064a\u0648\u0628 \u0641\u064a \u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0647\u064a \u0627\u0644\u0648\u062d\u062f\u0629 (unit) \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 (integration) \u0648\u0627\u0644\u0646\u0638\u0627\u0645 (system) \u0648\u0627\u0644\u0642\u0628\u0648\u0644 (acceptance). \u0625\u0630\u0627 \u0627\u0646\u062a\u0642\u0644\u062a \u0627\u0644\u0639\u064a\u0648\u0628 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0646\u062d\u0648 \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0644\u0627\u062d\u0642\u0629 \u0641\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0628\u0643\u0651\u0631\u0629 \u062a\u0641\u0642\u062f \u0641\u0639\u0627\u0644\u064a\u062a\u0647\u0627.<\/li>\n\n\n\n<li><span style=\"text-decoration: underline;\">\u062a\u062d\u0644\u064a\u0644 \u0645\u0635\u062f\u0631 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 (Source-of-discovery Analysis):<\/span> \u064a\u0643\u0634\u0641 \u062a\u062d\u0644\u064a\u0644 \u0645\u0635\u062f\u0631 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0639\u0646 \u0627\u0644\u0645\u0646\u0634\u0623 \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u064a\u0647\u0627 \u0625\u0630 \u064a\u0648\u0636\u0651\u062d \u0646\u0633\u0628\u0629 \u0627\u0644\u0639\u064a\u0648\u0628 \u0627\u0644\u062a\u064a \u0643\u0634\u0641\u062a \u0639\u0646\u0647\u0627 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u064f\u0636\u0627\u0641\u0629 \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u0631\u0635\u062f\u062a\u0647\u0627 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0642\u062f\u064a\u0645\u0629 \u0648\u0643\u0630\u0644\u0643 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629 \u0639\u0628\u0631 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a\u0629 (exploratory testing) \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0624\u062a\u0645\u062a\u0629 (automated tests). \u0648\u0625\u0630\u0627 \u0627\u0633\u062a\u0645\u0631 \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u0648\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u0651\u0648\u0646 \u0641\u064a \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0639\u064a\u0648\u0628 \u062a\u063a\u0641\u0644 \u0639\u0646\u0647\u0627 \u0622\u0644\u0627\u0641 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u064f\u0648\u0644\u0651\u064e\u062f\u0629 \u0622\u0644\u064a\u064b\u0627 \u0641\u0625\u0646 \u0647\u0630\u0647 \u0627\u0644\u0641\u062c\u0648\u0629 \u062a\u064f\u0639\u064e\u062f \u0645\u0642\u064a\u0627\u0633\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0644\u0645\u062f\u0649 \u0633\u0637\u062d\u064a\u0651\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u064f\u0648\u0644\u0651\u064e\u062f\u0629.<\/li>\n\n\n\n<li><span style=\"text-decoration: underline;\">\u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0639\u0645\u064a\u0627\u0621 (<span style=\"text-decoration: underline;\">Blind-spot Review<\/span>):<\/span> \u062a\u0623\u062a\u064a \u0645\u0631\u062d\u0644\u0629 \u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0639\u0645\u064a\u0627\u0621 \u0639\u0646\u062f\u0645\u0627 \u064a\u0641\u0644\u062a \u0623\u062d\u062f \u0627\u0644\u0639\u064a\u0648\u0628 \u0645\u0646 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0644\u062a\u064f\u0643\u0645\u0650\u0644 \u0627\u0644\u062d\u0644\u0642\u0629 \u0625\u0630 \u064a\u0646\u0628\u063a\u064a \u0637\u0631\u062d \u0633\u0624\u0627\u0644 \u0648\u0627\u062d\u062f \u0639\u0646 \u0643\u0644 \u0639\u064a\u0628 \u0623\u0641\u0644\u062a \u0645\u0646 \u0627\u0644\u0631\u0651\u0635\u062f: \u0647\u0644 \u062d\u0627\u0648\u064e\u0644\u064e\u062a\u0652 \u0623\u064a \u0645\u0646 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0636\u0645\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0643\u062a\u0634\u0627\u0641\u0647 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u061f \u0625\u0646 \u062a\u0635\u0646\u064a\u0641 \u0647\u0630\u0647 \u0627\u0644\u0639\u064a\u0648\u0628 \u0625\u0644\u0649 \u0641\u0626\u062a\u064a\u0646 \u0648\u0647\u0645\u0627 <em>\u0648\u062c\u0648\u062f \u0627\u062e\u062a\u0628\u0627\u0631 \u0644\u0643\u0646\u0647 \u0623\u062e\u0641\u0642 \u0641\u064a \u0631\u0635\u062f \u0627\u0644\u0639\u064a\u0628<\/em> \u0645\u0642\u0627\u0628\u0644<em> \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0623\u064a \u0627\u062e\u062a\u0628\u0627\u0631 \u064a\u063a\u0637\u0651\u064a \u0647\u0630\u0627 \u0627\u0644\u062c\u0627\u0646\u0628<\/em> \u064a\u064f\u062d\u062f\u0651\u062f \u0644\u0643 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u064a\u062a\u0639\u064a\u0651\u0646 \u0639\u0644\u064a\u0643 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u0647\u0627 \u0623\u0645 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0646\u062a\u0650\u062c \u062a\u0644\u0643 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0645\u062a\u0644\u0627\u0643 \u0627\u0644\u0625\u062c\u0627\u0628\u0629<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0633\u062a\u064e \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u062c\u0645\u064a\u0639\u0647\u0627 \u0641\u064a \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0623\u0648\u0644. \u0627\u0628\u062f\u0623 \u0628\u0640<strong>\u0645\u064f\u0639\u062f\u0651\u0644 \u062a\u0633\u0631\u0651\u0628 \u0627\u0644\u0639\u064a\u0648\u0628<\/strong> \u0643\u0648\u0646\u0647 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0630\u064a \u062a\u064f\u062f\u0631\u0643\u0647 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0628\u0627\u0644\u0641\u0639\u0644. \u0643\u0630\u0644\u0643 <strong>\u0645\u064f\u0639\u062f\u0651\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u064a\u0648\u0628 \u062f\u0627\u062e\u0644\u064a\u064b\u0627<\/strong> \u0625\u0630 \u064a\u064f\u0639\u064e\u062f \u0647\u0630\u0627 \u0627\u0644\u0623\u062e\u064a\u0631 \u0623\u0642\u0644 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u0625\u0646\u0630\u0627\u0631 \u0627\u0644\u0645\u0628\u0643\u0651\u0631 \u062a\u0643\u0644\u0641\u0629\u064b \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u062a\u062a\u0636\u0645\u0651\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629: <strong>\u0647\u0644 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u064f\u0633\u0644\u0651\u0645 \u062c\u064a\u0651\u062f\u061f<\/strong> (\u0645\u064f\u0639\u062f\u0651\u0644 \u062a\u0633\u0631\u0651\u0628 \u0627\u0644\u0639\u064a\u0648\u0628 \u0648\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c) \u0648<strong>\u0647\u0644 \u0644\u0627 \u064a\u0632\u0627\u0644 \u0627\u0644\u0646\u0651\u0647\u0652\u062c \u0627\u0644\u0645\u064f\u062a\u0651\u0628\u0639 \u0641\u0639\u0651\u0627\u0644\u0627\u064b\u061f<\/strong> (\u0645\u064f\u0639\u062f\u0651\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0639\u064a\u0648\u0628 \u062f\u0627\u062e\u0644\u064a\u064b\u0627 \u0648\u0627\u0644\u0643\u064e\u0634\u0652\u0641 \u0639\u0646 \u0627\u0644\u0639\u064a\u0648\u0628 \u062d\u0633\u0628 \u0627\u0644\u0645\u0631\u062d\u0644\u0629). \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629\u060c \u064a\u0636\u0645\u0646 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0641\u0639\u0627\u0644\u064a\u0651\u0629 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631.<br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">* \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0627\u0644\u0635\u0648\u0631\u0629: https:\/\/www.softwaretestingmagazine.com\/knowledge\/qa-metrics-that-still-mean-something-in-the-ai-era\/<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0639\u0646\u062f\u0645\u0627 \u064a\u064f\u0648\u0644\u0651\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0622\u0644\u0627\u0641 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0641\u064a \u0633\u0627\u0639\u0627\u062a\u060c \u062a\u0641\u0642\u062f \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0639\u0646\u0627\u0647\u0627. \u0625\u0644\u064a\u0643 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u064a \u062a\u062c\u064a\u0628 \u0641\u0639\u0644\u0627\u064b \u0639\u0646 \u0633\u0624\u0627\u0644\u064a \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n","protected":false},"author":2,"featured_media":3568,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"image","meta":{"footnotes":""},"categories":[6],"tags":[1101,1415,1410,1408,1404,593,1405,1053,1412,515,1416,962,1074,1411,499,1413,1401,85,1402,1400,1407,1414,1409,1403,1399],"class_list":["post-3556","post","type-post","status-publish","format-image","has-post-thumbnail","hentry","category-testing","tag-automated-tests","tag-blind-spot-review","tag-defect-detection-by-phase","tag-defect-discovery-rate","tag-defect-escape-rate","tag-exploratory-testing","tag-production-signals","tag-regression-tests","tag-source-of-discovery-analysis","tag-testing","tag-1416","tag-962","tag-1074","tag-1411","tag-499","tag-1413","tag-1401","tag-85","tag-1402","tag-1400","tag-1407","tag-1414","tag-1409","tag-1403","tag-1399","post_format-post-format-image"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/www.AnwarBosbool.com\/ar\/wp-content\/uploads\/2026\/09\/\u0645\u0642\u0627\u064a\u064a\u0633-\u0627\u062e\u062a\u0628\u0627\u0631-\u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a-\u0627\u0644\u0645\u0647\u0645\u0629-\u0641\u064a-\u0639\u0635\u0631-\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\/3556","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=3556"}],"version-history":[{"count":31,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/posts\/3556\/revisions"}],"predecessor-version":[{"id":3589,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/posts\/3556\/revisions\/3589"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/media\/3568"}],"wp:attachment":[{"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/media?parent=3556"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/categories?post=3556"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.AnwarBosbool.com\/ar\/wp-json\/wp\/v2\/tags?post=3556"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}