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\u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/hooshemasnoei.com\/mag\/ai-reasoning-estedlali-2025\/#%D9%88%D8%A7%DA%98%D9%87%E2%80%8C%D9%86%D8%A7%D9%85%D9%87_%DA%A9%D9%88%D8%AA%D8%A7%D9%87\" >\u0648\u0627\u0698\u0647\u200c\u0646\u0627\u0645\u0647 \u06a9\u0648\u062a\u0627\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/hooshemasnoei.com\/mag\/ai-reasoning-estedlali-2025\/#%D9%85%D9%86%D8%A7%D8%A8%D8%B9_%D9%88_%D9%85%D8%B7%D8%A7%D9%84%D8%B9%D9%87_%D8%A8%DB%8C%D8%B4%D8%AA%D8%B1\" >\u0645\u0646\u0627\u0628\u0639 \u0648 \u0645\u0637\u0627\u0644\u0639\u0647 \u0628\u06cc\u0634\u062a\u0631<\/a><\/li><\/ul><\/nav><\/div>\n\n<p dir=\"rtl\">\u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u0631 \u06a9\u0627\u0631 \u06cc\u06a9 \u00ab\u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc\u00bb\u060c \u0622\u0646 \u0631\u0627 \u0645\u062b\u0644 \u06cc\u06a9 \u06a9\u0627\u0631\u0622\u06af\u0627\u0647 \u06cc\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633 \u0628\u0627\u062a\u062c\u0631\u0628\u0647 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0642\u0628\u0644 \u0627\u0632 \u062c\u0648\u0627\u0628\u200c\u062f\u0627\u062f\u0646\u060c \u0645\u0633\u0626\u0644\u0647 \u0631\u0627 \u0645\u06cc\u200c\u0634\u06a9\u0646\u062f\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u062f\u0627\u0631\u062f \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062a\u0633\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u0639\u0645\u0648\u0644 \u0686\u0646\u06cc\u0646 \u0627\u0633\u062a:<\/p>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0641\u0647\u0645 \u062f\u0642\u06cc\u0642 \u0635\u0648\u0631\u062a\u200c\u0645\u0633\u0626\u0644\u0647: \u0647\u062f\u0641\u060c \u0642\u0627\u0644\u0628 \u062e\u0631\u0648\u062c\u06cc \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u0634\u0648\u062f (\u0645\u062b\u0644\u0627\u064b \u00ab\u0641\u0642\u0637 \u0639\u062f\u062f \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u00bb\u060c \u00ab\u0627\u06af\u0631 \u0645\u0637\u0645\u0626\u0646 \u0646\u06cc\u0633\u062a\u06cc\u060c \u0646\u06af\u0648\u00bb).<\/li>\n<li dir=\"rtl\">\u0634\u06a9\u0633\u062a\u0646 \u0645\u0633\u0626\u0644\u0647 \u0628\u0647 \u06af\u0627\u0645\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9: \u0628\u0647\u200c\u062c\u0627\u06cc \u06cc\u06a9 \u062d\u062f\u0633 \u0628\u0632\u0631\u06af\u060c \u0686\u0646\u062f \u0632\u06cc\u0631\u0645\u0633\u0626\u0644\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u062d\u0644\u200c\u0634\u0627\u0646 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0627\u0633\u062a.<\/li>\n<li dir=\"rtl\">\u0641\u06a9\u0631 \u06a9\u0631\u062f\u0646 \u0686\u0646\u062f\u0628\u0627\u0631\u0647 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u0633\u06cc\u0631\u0647\u0627: \u0686\u0646\u062f \u00ab\u0637\u0631\u062d \u0630\u0647\u0646\u06cc \u06a9\u0648\u062a\u0627\u0647\u00bb \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u06cc\u200c\u0646\u0648\u06cc\u0633\u062f \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0647\u0627 \u062f\u0631 \u067e\u0633\u200c\u0632\u0645\u06cc\u0646\u0647 \u0631\u062e \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0648 \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u00ab\u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0641\u06a9\u0631\u00bb \u06cc\u0627 chain-of-thought \u067e\u0646\u0647\u0627\u0646 \u0645\u06cc\u200c\u06af\u0648\u06cc\u0646\u062f.<\/li>\n<li dir=\"rtl\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0628\u0647\u200c\u062c\u0627\u06cc \u062d\u062f\u0633: \u0647\u0631 \u062c\u0627 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0627\u0632 Python\/SQL\u060c \u062c\u0633\u062a\u200c\u0648\u062c\u0648\u06cc \u0633\u0646\u062f \u06cc\u0627 \u062d\u0644\u200c\u06af\u0631\u0647\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u062a\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u06cc\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f.<\/li>\n<li dir=\"rtl\">\u0631\u0627\u0633\u062a\u06cc\u200c\u0622\u0632\u0645\u0627\u06cc\u06cc \u0646\u062a\u06cc\u062c\u0647 (Verifier): \u062e\u0631\u0648\u062c\u06cc \u0628\u0627 \u062a\u0633\u062a \u0648\u0627\u062d\u062f\u060c \u0686\u06a9\u0631 \u0645\u0646\u0637\u0642\u06cc \u06cc\u0627 \u0634\u0648\u0627\u0647\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u200c\u0634\u062f\u0647 \u0633\u0646\u062c\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u061b \u0627\u06af\u0631 \u067e\u0627\u0633 \u0646\u0634\u062f\u060c \u062f\u0648\u0628\u0627\u0631\u0647 \u062a\u0644\u0627\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06cc\u0627 \u0645\u0633\u06cc\u0631 \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u0645\u06cc\u200c\u0622\u0632\u0645\u0627\u06cc\u062f.<\/li>\n<li dir=\"rtl\">\u0627\u0646\u062a\u062e\u0627\u0628 \u0648 \u0628\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u067e\u0627\u0633\u062e: \u0627\u0632 \u0628\u06cc\u0646 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0645\u0648\u0641\u0642\u060c \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0632\u06cc\u0646\u062f \u0648 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0627 \u0634\u0648\u0627\u0647\u062f \u0648 \u062f\u0631\u062c\u0647 \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u061b \u0645\u0631\u0627\u062d\u0644 \u0645\u06cc\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0645\u0645\u06cc\u0632\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\n<li dir=\"rtl\">\u0633\u06cc\u0627\u0633\u062a \u0635\u062f\u0627\u0642\u062a: \u0627\u06af\u0631 \u0634\u0648\u0627\u0647\u062f \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a \u06cc\u0627 \u062a\u0633\u062a\u200c\u0647\u0627 \u067e\u0627\u0633 \u0646\u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0647\u200c\u062c\u0627\u06cc \u062d\u062f\u0633 \u0632\u062f\u0646\u060c \u00ab\u0639\u062f\u0645 \u067e\u0627\u0633\u062e\u00bb \u06cc\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0645\u062b\u0627\u0644 \u0631\u0648\u0632\u0645\u0631\u0647: \u00ab\u0627\u0632 \u06cc\u06a9 PDF \u0641\u0627\u06a9\u062a\u0648\u0631\u060c \u062c\u0645\u0639 \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062d\u0633\u0627\u0628 \u06a9\u0646.\u00bb \u0645\u062f\u0644 \u0645\u062a\u0646 \u0648 \u062c\u062f\u0648\u0644\u200c\u0647\u0627 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0627 Python \u062c\u0645\u0639 \u0645\u06cc\u200c\u0632\u0646\u062f\u060c \u0628\u0627 \u062a\u0633\u062a \u00ab\u062c\u0645\u0639 \u0633\u062a\u0648\u0646 = \u0645\u062c\u0645\u0648\u0639 \u0631\u062f\u06cc\u0641\u200c\u0647\u0627\u00bb \u0635\u062d\u062a \u0631\u0627 \u0686\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0639\u062f\u062f\u060c \u0635\u0641\u062d\u0647\/\u0633\u0637\u0631\u0650 \u0645\u062f\u0631\u06a9 \u0648 \u062f\u0631\u062c\u0647 \u0627\u0639\u062a\u0645\u0627\u062f \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D9%85%D8%AF%D9%84%E2%80%8C%D9%87%D8%A7%DB%8C_%D8%A7%D8%B3%D8%AA%D8%AF%D9%84%D8%A7%D9%84%DB%8C_%D8%A7%D9%84%D8%A7%D9%86_%D9%85%D9%87%D9%85%E2%80%8C%D8%A7%D9%86%D8%AF%D8%9F\"><\/span>\u0686\u0631\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u0627\u0644\u0627\u0646 \u0645\u0647\u0645\u200c\u0627\u0646\u062f\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0645\u0633\u0627\u0626\u0644 \u0648\u0627\u0642\u0639\u06cc \u0686\u0646\u062f\u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc \u0648 \u067e\u0631\u0631\u06cc\u0633\u06a9\u200c\u0627\u0646\u062f: \u062a\u062d\u0644\u06cc\u0644 \u0645\u0627\u0644\u06cc\/\u062d\u0642\u0648\u0642\u06cc\u060c \u062e\u0637\u0627\u06cc\u0627\u0628\u06cc \u06a9\u062f \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u0634\u06a9\u0633\u062a\u0646 \u0645\u0633\u0626\u0644\u0647 \u0648 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u06cc\u0641\u06cc\u062a\u200c\u0627\u0646\u062f.<\/li>\n<li dir=\"rtl\">\u0647\u0632\u06cc\u0646\u0647 \u00ab\u0642\u0627\u0646\u0639\u200c\u06a9\u0646\u0646\u062f\u0647 \u0627\u0645\u0627 \u063a\u0644\u0637\u00bb \u0628\u0627\u0644\u0627\u0633\u062a: \u067e\u0627\u0633\u062e \u0628\u06cc\u200c\u067e\u0634\u062a\u0648\u0627\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0647\u0632\u06cc\u0646\u0647\u200c\u0632\u0627 \u0628\u0627\u0634\u062f\u061b \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u0628\u0627 \u062a\u0623\u06a9\u06cc\u062f \u0628\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u062a\u0623\u06cc\u06cc\u062f \u0645\u0633\u062a\u0642\u0644\u060c \u0631\u06cc\u0633\u06a9 \u0631\u0627 \u06a9\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li dir=\"rtl\">\u0627\u0642\u062a\u0635\u0627\u062f \u0645\u062d\u0627\u0633\u0628\u0647: \u0628\u0627 \u0628\u0648\u062f\u062c\u0647\u200c\u0628\u0646\u062f\u06cc \u067e\u0648\u06cc\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u062d\u0627\u0633\u0628\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0631\u0627 \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644 \u0633\u062e\u062a \u062e\u0631\u062c \u06a9\u0631\u062f \u0648 \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0633\u06cc\u0631 \u0633\u0631\u06cc\u0639 \u062f\u0627\u0634\u062a.<\/li>\n<\/ul>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%AF%D9%84_%D8%A7%D8%B3%D8%AA%D8%AF%D9%84%D8%A7%D9%84%DB%8C_%D8%AF%D9%82%DB%8C%D9%82%D8%A7%D9%8B_%DA%86%DB%8C%D8%B3%D8%AA_%D9%88_%DA%86%D9%87_%D9%81%D8%B1%D9%82%DB%8C_%D8%A8%D8%A7_LLM_%D9%85%D8%B9%D9%85%D9%88%D9%84_%D8%AF%D8%A7%D8%B1%D8%AF%D8%9F\"><\/span>\u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u062f\u0642\u06cc\u0642\u0627\u064b \u0686\u06cc\u0633\u062a \u0648 \u0686\u0647 \u0641\u0631\u0642\u06cc \u0628\u0627 LLM \u0645\u0639\u0645\u0648\u0644 \u062f\u0627\u0631\u062f\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">LLM \u0645\u0639\u0645\u0648\u0644: \u06cc\u06a9 \u0628\u0627\u0631 \u0641\u06a9\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0645\u062a\u0646\u06cc \u0645\u06cc\u200c\u062f\u0647\u062f\u061b \u0646\u0647 \u0627\u0628\u0632\u0627\u0631 \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u062f\u0627\u0631\u062f\u060c \u0646\u0647 \u0631\u0627\u0633\u062a\u06cc\u200c\u0622\u0632\u0645\u0627\u06cc\u06cc \u0645\u0633\u062a\u0642\u0644.<\/li>\n<li dir=\"rtl\">\u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc: \u0686\u0646\u062f \u0645\u0633\u06cc\u0631 \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u067e\u0627\u0633\u062e \u0631\u0627 \u0628\u0627 Verifier \u0645\u06cc\u200c\u0633\u0646\u062c\u062f \u0648 \u0641\u0642\u0637 \u0646\u062a\u06cc\u062c\u0647 \u062a\u0623\u06cc\u06cc\u062f\u0634\u062f\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0645\u06cc\u0627\u0646\u06cc \u062e\u0635\u0648\u0635\u06cc \u0645\u06cc\u200c\u0645\u0627\u0646\u0646\u062f \u062a\u0627 \u0631\u06cc\u0633\u06a9 \u0627\u0644\u0642\u0627\/\u0627\u0641\u0634\u0627 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f.<\/li>\n<\/ul>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D9%87%D8%B3%D8%AA%D9%87_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C_%D8%AF%D8%B1_2025\"><\/span>\u0647\u0633\u062a\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc \u062f\u0631 2025<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-1418 aligncenter\" src=\"https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/403718612_baabbb0c-9555-43cf-b742-ec3681c3a78f-300x159.jpg\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u0686\u0637\u0648\u0631 \u06a9\u0627\u0631 \u0645\u06cc\u06a9\u0646\u062f\u061f\" width=\"762\" height=\"404\" srcset=\"https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/403718612_baabbb0c-9555-43cf-b742-ec3681c3a78f-300x159.jpg 300w, https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/403718612_baabbb0c-9555-43cf-b742-ec3681c3a78f-1024x543.jpg 1024w, https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/403718612_baabbb0c-9555-43cf-b742-ec3681c3a78f-768x407.jpg 768w, https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/403718612_baabbb0c-9555-43cf-b742-ec3681c3a78f-1536x815.jpg 1536w, https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/403718612_baabbb0c-9555-43cf-b742-ec3681c3a78f-2048x1087.jpg 2048w\" sizes=\"auto, (max-width: 762px) 100vw, 762px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<div class=\"mx-auto w-full max-w-screen-lg flex-1 grow\">\n<div class=\"relative @container\">\n<div class=\"mx-auto w-full max-w-screen-lg flex-1 space-y-4 overflow-y-auto\">\n<div class=\"flex justify-end\">\n<div class=\"max-w-full rounded-2xl border p-3 pb-5 pt-3 md:min-w-40 md:max-w-[85%] md:rounded-3xl lg:px-5 border-theme-base-500 font-medium\">\n<div class=\"w-full text-sm md:text-base\">\n<div class=\"w-full\">\n<h3 dir=\"rtl\">\u0645\u062d\u0627\u0633\u0628\u0647 \u062f\u0631 \u0632\u0645\u0627\u0646 \u067e\u0627\u0633\u062e (test-time compute)<\/h3>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0686\u0646\u062f\u0628\u0627\u0631 \u0641\u06a9\u0631 \u06a9\u0631\u062f\u0646 \u0648 \u0627\u062f\u063a\u0627\u0645 \u0646\u062a\u0627\u06cc\u062c (self-consistency) \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0646\u0648\u0633\u0627\u0646 \u067e\u0627\u0633\u062e\u200c\u0647\u0627.<\/li>\n<li dir=\"rtl\">\u062c\u0633\u062a\u200c\u0648\u062c\u0648\u06cc \u0634\u0627\u062e\u0647\u200c\u0627\u06cc (Tree of Thoughts\/MCTS) \u0628\u0631\u0627\u06cc \u0641\u0636\u0627\u0647\u0627\u06cc \u062d\u0644 \u0628\u0632\u0631\u06af.<\/li>\n<li dir=\"rtl\">\u0628\u0648\u062f\u062c\u0647\u200c\u0628\u0646\u062f\u06cc \u067e\u0648\u06cc\u0627: \u0633\u0627\u062f\u0647\u200c\u0647\u0627 \u0633\u0631\u06cc\u0639\u060c \u0633\u062e\u062a\u200c\u0647\u0627 \u0628\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0628\u0631\u0631\u0633\u06cc \u0628\u06cc\u0634\u062a\u0631.<\/li>\n<\/ul>\n<h3 dir=\"rtl\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 (Tool Use)<\/h3>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0627\u0644\u06af\u0648\u0647\u0627\u06cc ReAct \u0648 Program-of-Thoughts (PAL): \u00ab\u0627\u0633\u062a\u062f\u0644\u0627\u0644 + \u0639\u0645\u0644\u00bb \u0628\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc Python\/SQL\/\u062d\u0644\u200c\u06af\u0631\u0647\u0627 \u0648 \u062c\u0633\u062a\u200c\u0648\u062c\u0648\u06cc \u0627\u0633\u0646\u0627\u062f (RAG).<\/li>\n<li dir=\"rtl\">\u0686\u0646\u062f\u0648\u062c\u0647\u06cc \u0639\u0645\u0644\u06cc: \u062e\u0648\u0627\u0646\u062f\u0646 PDF\/\u0627\u06a9\u0633\u0644\/\u0646\u0645\u0648\u062f\u0627\u0631\/\u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647.<\/li>\n<\/ul>\n<h3 dir=\"rtl\">\u0628\u0627\u0632\u062a\u0627\u0628 \u0648 \u062e\u0648\u062f-\u062a\u0635\u062d\u06cc\u062d<\/h3>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">Reflexion\/Debate\/self-play: \u062a\u0648\u0644\u06cc\u062f \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0628\u062f\u06cc\u0644\u060c \u0646\u0642\u062f \u0648 \u0628\u0647\u0628\u0648\u062f \u0642\u0628\u0644 \u0627\u0632 \u0646\u0647\u0627\u06cc\u06cc\u200c\u0633\u0627\u0632\u06cc.<\/li>\n<\/ul>\n<h3 dir=\"rtl\">\u062a\u0623\u06cc\u06cc\u062f\u06af\u0631 \u0645\u0633\u062a\u0642\u0644 (Verifier)<\/h3>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u06a9\u062f\/\u0631\u06cc\u0627\u0636\u06cc: \u062a\u0633\u062a \u0648\u0627\u062d\u062f\u060c \u0686\u06a9\u0631 \u0646\u0645\u0627\u062f\u06cc\u0646\/\u0639\u062f\u062f\u06cc\u060c \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0632\u0648\u0644\u0647 (sandbox).<\/li>\n<li dir=\"rtl\">\u062f\u0627\u0646\u0634\/\u0645\u062a\u0646: \u062a\u0637\u0628\u06cc\u0642 \u0628\u0627 \u0645\u0646\u0627\u0628\u0639 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u200c\u0634\u062f\u0647\u060c \u0686\u06a9\u200c\u0644\u06cc\u0633\u062a \u0627\u0633\u062a\u0646\u0627\u062f.<\/li>\n<li dir=\"rtl\">\u0645\u0646\u0637\u0642\/\u0642\u06cc\u0648\u062f: \u0686\u06a9\u0631 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u06af\u0632\u0627\u0631\u0647\u200c\u0647\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u062f\u0627\u0645\u0646\u0647.<\/li>\n<\/ul>\n<h3 dir=\"rtl\">\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0641\u0631\u0627\u06cc\u0646\u062f \u0648 \u062a\u0631\u062c\u06cc\u062d \u0632\u0646\u062c\u06cc\u0631\u0647\u200c\u0647\u0627\u06cc \u062f\u0631\u0633\u062a<\/h3>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">Process Supervision\/PRM\u060c Rejection-based Fine-Tuning \u0648 Step-DPO: \u062a\u0645\u0631\u06a9\u0632 \u0622\u0645\u0648\u0632\u0634 \u0631\u0648\u06cc \u00ab\u06af\u0627\u0645\u200c\u0647\u0627\u06cc \u062f\u0631\u0633\u062a\u00bb \u0646\u0647 \u0641\u0642\u0637 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc.<\/li>\n<\/ul>\n<hr class=\"my-8\" dir=\"auto\" \/>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%D9%85%D8%B1%D8%AC%D8%B9_Orchestrator_Solver_Verifier\"><\/span>\u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0631\u062c\u0639: Orchestrator + Solver + Verifier<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">Orchestrator (\u0645\u062f\u0644 \u0632\u0628\u0627\u0646): \u0645\u0633\u0626\u0644\u0647 \u0631\u0627 \u0645\u06cc\u200c\u0634\u06a9\u0646\u062f\u060c \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u0635\u062f\u0627 \u0645\u06cc\u200c\u0632\u0646\u062f\u060c \u0628\u0648\u062f\u062c\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062e\u0631\u0648\u062c\u06cc \u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/li>\n<li dir=\"rtl\">Solver\u0647\u0627: Python \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647\/\u0646\u0645\u0648\u062f\u0627\u0631\/\u062a\u0633\u062a\u060c SQL \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647\u060c \u062d\u0644\u200c\u06af\u0631\u0647\u0627\u06cc \u0646\u0645\u0627\u062f\u06cc\u0646\/\u0639\u062f\u062f\u06cc \u0628\u0631\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc\/\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u0648 RAG \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u0646\u0627\u062f \u0648 \u0627\u0633\u062a\u0646\u0627\u062f.<\/li>\n<li dir=\"rtl\">Verifier: \u0644\u0627\u06cc\u0647 \u0645\u0633\u062a\u0642\u0644 \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0628\u0627 \u062a\u0633\u062a\/\u0686\u06a9\u0631\/\u0627\u0633\u062a\u0646\u0627\u062f \u0645\u06cc\u200c\u0633\u0646\u062c\u062f \u0648 \u0628\u0631\u0686\u0633\u0628 VERIFIED\/UNVERIFIED \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<li dir=\"rtl\">\u062d\u0627\u0641\u0638\u0647 \u0648 \u0644\u0627\u06af: \u0630\u062e\u06cc\u0631\u0647 \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u060c \u0646\u0633\u062e\u0647 \u0645\u062f\u0644\u060c \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0645\u06cc\u0627\u0646\u06cc \u0648 \u0646\u062a\u0627\u06cc\u062c \u062a\u0623\u06cc\u06cc\u062f \u0628\u0631\u0627\u06cc \u0645\u0645\u06cc\u0632\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0645\u0633\u062a\u0645\u0631.<\/li>\n<li dir=\"rtl\">\u0633\u06cc\u0627\u0633\u062a \u0646\u0645\u0627\u06cc\u0634: \u0641\u0642\u0637 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u0648 \u0634\u0648\u0627\u0647\u062f \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u061b \u0632\u0646\u062c\u06cc\u0631\u0647 \u0641\u06a9\u0631 \u062e\u0635\u0648\u0635\u06cc \u0645\u06cc\u200c\u0645\u0627\u0646\u062f.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-1420\" src=\"https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/33719905_vnu_m673_18-300x200.jpg\" alt=\"\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" width=\"719\" height=\"479\" srcset=\"https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/33719905_vnu_m673_18-300x200.jpg 300w, https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/33719905_vnu_m673_18-1024x683.jpg 1024w, https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/33719905_vnu_m673_18-768x512.jpg 768w, https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/33719905_vnu_m673_18-1536x1024.jpg 1536w, https:\/\/hooshemasnoei.com\/mag\/wp-content\/uploads\/2025\/08\/33719905_vnu_m673_18-2048x1365.jpg 2048w\" sizes=\"auto, (max-width: 719px) 100vw, 719px\" \/><\/p>\n<p>&nbsp;<\/p>\n<div class=\"mx-auto w-full max-w-screen-lg flex-1 grow\">\n<div class=\"relative @container\">\n<div class=\"mx-auto w-full max-w-screen-lg flex-1 space-y-4 overflow-y-auto\">\n<div class=\"flex justify-end\">\n<div class=\"max-w-full rounded-2xl border p-3 pb-5 pt-3 md:min-w-40 md:max-w-[85%] md:rounded-3xl lg:px-5 border-theme-base-500 font-medium\">\n<div class=\"w-full text-sm md:text-base\">\n<div class=\"w-full\">\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%88_%D8%B1%DB%8C%D8%B2%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A7%D8%B3%D8%AA%D8%AF%D9%84%D8%A7%D9%84\"><\/span>\u0622\u0645\u0648\u0632\u0634 \u0648 \u0631\u06cc\u0632\u062a\u0646\u0638\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">SFT \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0627\u0648\u06cc \u0631\u0648\u0646\u062f \u062d\u0644 (\u0628\u062f\u0648\u0646 \u0646\u0645\u0627\u06cc\u0634 \u0639\u0645\u0648\u0645\u06cc CoT).<\/li>\n<li dir=\"rtl\">PRM\/RFT: \u0645\u062f\u0644 \u067e\u0627\u062f\u0627\u0634\u0650 \u0641\u0631\u0627\u06cc\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0645\u062a\u06cc\u0627\u0632\u062f\u0647\u06cc \u0628\u0647 \u06af\u0627\u0645\u200c\u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u0648 \u0642\u0627\u0628\u0644\u200c\u062a\u0623\u06cc\u06cc\u062f.<\/li>\n<li dir=\"rtl\">Step-DPO: \u062a\u0631\u062c\u06cc\u062d \u0632\u0646\u062c\u06cc\u0631\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u0628 \u0646\u0633\u0628\u062a \u0628\u0647 \u0628\u062f \u0628\u0627 \u062c\u0641\u062a\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631.<\/li>\n<li dir=\"rtl\">\u062a\u0642\u0637\u06cc\u0631 \u0645\u0647\u0627\u0631\u062a \u0627\u0633\u062a\u062f\u0644\u0627\u0644: \u0627\u0646\u062a\u0642\u0627\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u062f\u0644 \u0628\u0632\u0631\u06af \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0648\u0686\u06a9\/\u0644\u0628\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\/\u062a\u0623\u062e\u06cc\u0631 \u0628\u0627 \u062d\u0641\u0638 \u06a9\u06cc\u0641\u06cc\u062a.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0646\u06a9\u062a\u0647 \u0639\u0645\u0644\u06cc: \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644 \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a\u061b \u00ab\u0627\u062a\u0635\u0627\u0644 \u0627\u0628\u0632\u0627\u0631 + Verifier\u00bb \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062c\u0647\u0634 \u06a9\u06cc\u0641\u06cc\u062a \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B1%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C_%D8%AD%D8%B1%D9%81%D9%87%E2%80%8C%D8%A7%DB%8C_%D8%AF%D8%B1_2025\"><\/span>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062f\u0631 2025<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc: GSM8K \u0648 MATH\/AIME (\u0631\u06cc\u0627\u0636\u06cc)\u060c GPQA Diamond (\u062f\u0627\u0646\u0634 \u0639\u0644\u0645\u06cc \u0633\u062e\u062a)\u060c ARC-Challenge \u0648 BBH (\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0645\u0648\u0645\u06cc)\u060c MMLU-Pro (\u062f\u0627\u0646\u0634+\u0627\u0633\u062a\u062f\u0644\u0627\u0644)\u060c HumanEval\/MBPP \u0648 SWE-Bench (\u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc).<\/li>\n<li dir=\"rtl\">\u0645\u062a\u0631\u06cc\u06a9\u200c\u0647\u0627: \u062f\u0642\u062a \u0646\u0647\u0627\u06cc\u06cc\u060c \u0646\u0631\u062e \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062a\u0623\u06cc\u06cc\u062f\u0634\u062f\u0647\u060c \u06a9\u0627\u0644\u06cc\u0628\u0631\u0627\u0633\u06cc\u0648\u0646 \u0627\u0639\u062a\u0645\u0627\u062f (ECE\/Brier)\u060c \u0647\u0632\u06cc\u0646\u0647\/\u062a\u0623\u062e\u06cc\u0631 (\u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0641\u06a9\u0631\u060c \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0627\u0628\u0632\u0627\u0631\u060c \u0632\u0645\u0627\u0646 \u0627\u0646\u062a\u0647\u0627\u0628\u0647\u200c\u0627\u0646\u062a\u0647\u0627)\u060c \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0628\u06cc\u0627\u0646 \u0645\u0633\u0626\u0644\u0647.<\/li>\n<li dir=\"rtl\">\u0627\u0635\u0648\u0644 \u067e\u0627\u06a9\u06cc\u0632\u06af\u06cc: \u062a\u0641\u06a9\u06cc\u06a9 \u0622\u0645\u0648\u0632\u0634\/\u062a\u0633\u062a\u060c \u067e\u0627\u06cc\u0634 \u0646\u0634\u062a\u060c Verifier \u0645\u0633\u062a\u0642\u0644\u060c \u0648 \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0632\u0648\u0644\u0647 \u06a9\u062f.<\/li>\n<\/ul>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%AF%DB%8C%D8%B1%DB%8C%D8%AA_%D9%87%D8%B2%DB%8C%D9%86%D9%87_%D9%88_%D8%AA%D8%A3%D8%AE%DB%8C%D8%B1_%D8%A8%D9%88%D8%AF%D8%AC%D9%87%E2%80%8C%D8%A8%D9%86%D8%AF%DB%8C_%D9%87%D9%88%D8%B4%D9%85%D9%86%D8%AF\"><\/span>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0632\u06cc\u0646\u0647 \u0648 \u062a\u0623\u062e\u06cc\u0631: \u0628\u0648\u062f\u062c\u0647\u200c\u0628\u0646\u062f\u06cc \u0647\u0648\u0634\u0645\u0646\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0645\u0633\u06cc\u0631 \u0633\u0631\u06cc\u0639 (Fast Path): \u06cc\u06a9 \u062a\u0644\u0627\u0634\u060c \u0627\u0628\u0632\u0627\u0631 \u0645\u062d\u062f\u0648\u062f\u060c \u0645\u0646\u0627\u0633\u0628 \u0633\u0624\u0627\u0644\u0627\u062a \u06a9\u0648\u062a\u0627\u0647 \u0648 \u06a9\u0645\u200c\u0627\u0628\u0647\u0627\u0645.<\/li>\n<li dir=\"rtl\">\u0645\u0633\u06cc\u0631 \u0639\u0645\u06cc\u0642 (Deliberate Path): \u0686\u0646\u062f \u062a\u0644\u0627\u0634 + \u0627\u0628\u0632\u0627\u0631 + Verifier\u060c \u0645\u0646\u0627\u0633\u0628 \u0645\u0633\u0627\u0626\u0644 \u0633\u062e\u062a\/\u067e\u0631\u0631\u06cc\u0633\u06a9.<\/li>\n<li dir=\"rtl\">\u0633\u0648\u06cc\u06cc\u0686 \u0647\u0648\u0634\u0645\u0646\u062f: \u0628\u0631 \u067e\u0627\u06cc\u0647 \u0637\u0648\u0644\/\u0627\u0628\u0647\u0627\u0645 \u0648\u0631\u0648\u062f\u06cc\u060c \u0634\u06a9\u0633\u062a \u062a\u0633\u062a \u0627\u0648\u0644\u06cc\u0647\u060c \u0646\u0628\u0648\u062f \u0634\u0648\u0627\u0647\u062f \u06a9\u0627\u0641\u06cc \u06cc\u0627 \u0627\u0639\u062a\u0645\u0627\u062f \u067e\u0627\u06cc\u06cc\u0646.<\/li>\n<li dir=\"rtl\">\u06a9\u0646\u062a\u0631\u0644 \u0645\u0646\u0627\u0628\u0639: \u0633\u0642\u0641 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0641\u06a9\u0631\u060c \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0627\u0628\u0632\u0627\u0631\u060c \u062a\u0648\u0642\u0641 \u0632\u0648\u062f\u0647\u0646\u06af\u0627\u0645 \u067e\u0633 \u0627\u0632 \u062a\u0623\u06cc\u06cc\u062f\u060c \u06a9\u0634 \u0646\u062a\u0627\u06cc\u062c \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627.<\/li>\n<\/ul>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D8%AD%DA%A9%D9%85%D8%B1%D8%A7%D9%86%DB%8C%D8%8C_%D8%A7%DB%8C%D9%85%D9%86%DB%8C_%D9%88_%D8%AD%D8%B1%DB%8C%D9%85_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span>\u062d\u06a9\u0645\u0631\u0627\u0646\u06cc\u060c \u0627\u06cc\u0645\u0646\u06cc \u0648 \u062d\u0631\u06cc\u0645 \u062f\u0627\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0645\u0645\u06cc\u0632\u06cc\u200c\u067e\u0630\u06cc\u0631\u06cc: \u0644\u0627\u06af \u06a9\u0627\u0645\u0644 \u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc\u060c \u0646\u0633\u062e\u0647 \u0645\u062f\u0644\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc\u200c\u0634\u062f\u0647 \u0648 \u0646\u062a\u0627\u06cc\u062c Verifier\u061b \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0627\u0645\u0646 \u0648 \u0642\u0627\u0628\u0644\u200c\u067e\u06cc\u06af\u06cc\u0631\u06cc.<\/li>\n<li dir=\"rtl\">\u062d\u0631\u06cc\u0645 \u0648 \u0627\u0645\u0646\u06cc\u062a: \u0645\u0627\u0633\u06a9\u0647 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0641\u06a9\u0631\u060c \u062d\u062f\u0627\u0642\u0644\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u060c sandbox \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f\u060c \u062d\u062f\u0627\u0642\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647.<\/li>\n<li dir=\"rtl\">\u0633\u06cc\u0627\u0633\u062a \u067e\u0627\u0633\u062e: \u0622\u0633\u062a\u0627\u0646\u0647 \u0627\u0639\u062a\u0645\u0627\u062f\u060c \u06af\u0632\u06cc\u0646\u0647 \u00ab\u0639\u062f\u0645 \u067e\u0627\u0633\u062e\u00bb\u060c \u0627\u0631\u062c\u0627\u0639 \u0627\u062c\u0628\u0627\u0631\u06cc \u0628\u0647 \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u0631\u06cc\u0633\u06a9 (\u0645\u0627\u0644\u06cc\/\u062d\u0642\u0648\u0642\/\u0633\u0644\u0627\u0645\u062a).<\/li>\n<li dir=\"rtl\">\u0627\u0646\u0637\u0628\u0627\u0642: \u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u062f\u0627\u062f\u0647 (Retention\/Deletion)\u060c \u0634\u0641\u0627\u0641\u06cc\u062a \u062f\u0631 \u0634\u0648\u0627\u0647\u062f\u060c \u06a9\u0646\u062a\u0631\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0645\u0628\u062a\u0646\u06cc\u200c\u0628\u0631 \u0646\u0642\u0634.<\/li>\n<\/ul>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D9%86%D9%82%D8%B4%D9%87_%D8%B1%D8%A7%D9%87_%D8%B9%D9%85%D9%84%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%B4%D8%B1%D9%88%D8%B9\"><\/span>\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u062a\u0639\u0631\u06cc\u0641 20\u201330 \u0633\u0646\u0627\u0631\u06cc\u0648\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0645\u0639\u06cc\u0627\u0631 \u067e\u0630\u06cc\u0631\u0634 \u0631\u0648\u0634\u0646\u061b \u0627\u0632 \u0628\u0646\u0686\u0645\u0627\u0631\u06a9 \u0635\u0631\u0641 \u0641\u0631\u0627\u062a\u0631 \u0628\u0631\u0648\u06cc\u062f.<\/li>\n<li dir=\"rtl\">\u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647:\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u0634\u062f\u0647 (Hosted) \u0628\u0631\u0627\u06cc \u0632\u0645\u0627\u0646 \u0639\u0631\u0636\u0647 \u0633\u0631\u06cc\u0639 \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u06cc\u062f\u0627\u0631.<\/li>\n<li dir=\"rtl\">\u0645\u062a\u0646\u200c\u0628\u0627\u0632\/\u062e\u0648\u062f\u0645\u06cc\u0632\u0628\u0627\u0646 (Llama 3.1\u060c Qwen2.5\u060c Mistral Large \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc\/\u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u062a\u062e\u0635\u0635\u06cc) \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0648 \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u06cc\u0642.<\/li>\n<\/ul>\n<\/li>\n<li dir=\"rtl\">\u0627\u062a\u0635\u0627\u0644 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 Verifier: Python\/SQL\u060c \u062d\u0644\u200c\u06af\u0631\u0647\u0627\u060c RAG\u060c \u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u0648\u0627\u062d\u062f \u0648 \u0686\u06a9\u0631\u0647\u0627\u06cc \u0645\u0646\u0637\u0642\u06cc.<\/li>\n<li dir=\"rtl\">\u0637\u0631\u0627\u062d\u06cc \u067e\u0631\u0627\u0645\u067e\u062a\/Policy: \u00ab\u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062e\u0635\u0648\u0635\u06cc \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0641\u06a9\u0631 \u06a9\u0646\u061b \u0647\u0631\u062c\u0627 \u0644\u0627\u0632\u0645 \u0634\u062f \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u061b \u0641\u0642\u0637 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u0648 \u0634\u0648\u0627\u0647\u062f \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u061b \u062f\u0631 \u0627\u0628\u0647\u0627\u0645\u060c \u0639\u062f\u0645 \u067e\u0627\u0633\u062e \u0628\u062f\u0647.\u00bb<\/li>\n<li dir=\"rtl\">\u062e\u0631\u0648\u062c\u06cc \u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647: \u067e\u0627\u0633\u062e\u060c \u062f\u0631\u062c\u0647 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0627\u0644\u06cc\u0628\u0631\u0647\u060c \u0634\u0648\u0627\u0647\u062f\u060c \u0646\u062a\u06cc\u062c\u0647 Verifier \u0648 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f\u06cc\u200c\u0647\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0628\u0639\u062f\u06cc.<\/li>\n<li dir=\"rtl\">\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0686\u0646\u062f\u0628\u0639\u062f\u06cc \u0648 A\/B: \u062f\u0642\u062a\u060c \u0646\u0631\u062e \u062a\u0623\u06cc\u06cc\u062f\u060c \u0647\u0632\u06cc\u0646\u0647\u060c \u062a\u0623\u062e\u06cc\u0631\u060c \u06a9\u0627\u0644\u06cc\u0628\u0631\u0627\u0633\u06cc\u0648\u0646\u061b \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u062e\u0637\u0648\u0637 \u067e\u0627\u06cc\u0647 \u0628\u062f\u0648\u0646 \u0627\u0628\u0632\u0627\u0631\/\u0628\u062f\u0648\u0646 \u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/li>\n<li dir=\"rtl\">\u062d\u0644\u0642\u0647 \u0628\u0647\u0628\u0648\u062f: \u062e\u0637\u0627\u0647\u0627 \u2192 \u0627\u0641\u0632\u0648\u062f\u0646 \u062a\u0633\u062a\/\u0634\u0648\u0627\u0647\u062f \u2192 \u062a\u0642\u0648\u06cc\u062a Verifier \u2192 \u0631\u06cc\u0632\u062a\u0646\u0638\u06cc\u0645 \u0633\u0628\u06a9.<\/li>\n<\/ul>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D8%B3%D9%86%D8%A7%D8%B1%DB%8C%D9%88%D9%87%D8%A7%DB%8C_%D9%88%D8%A7%D9%82%D8%B9%DB%8C_%D9%88_%D9%82%D8%A7%D8%A8%D9%84%E2%80%8C%D9%85%D9%85%DB%8C%D8%B2%DB%8C\"><\/span>\u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u0642\u0627\u0628\u0644\u200c\u0645\u0645\u06cc\u0632\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u062a\u062d\u0644\u06cc\u0644 \u0635\u0648\u0631\u062a\u200c\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc PDF: \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062c\u062f\u0627\u0648\u0644\/\u0645\u062a\u0646 \u2192 \u0633\u0627\u062e\u062a\u0627\u0631\u062f\u0647\u06cc \u2192 \u0645\u062d\u0627\u0633\u0628\u0647 \u0646\u0633\u0628\u062a\u200c\u0647\u0627 \u062f\u0631 Python\/SQL \u2192 \u0622\u0632\u0645\u0648\u0646 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0627\u0631\u0642\u0627\u0645 \u2192 \u067e\u0627\u0633\u062e + \u0634\u0646\u0627\u0633\u0647 \u0635\u0641\u062d\u0647\/\u0633\u0637\u0631 + \u0627\u0639\u062a\u0645\u0627\u062f.<\/li>\n<li dir=\"rtl\">\u0631\u0641\u0639 \u0628\u0627\u06af\u200c\u0647\u0627\u06cc \u06a9\u062f: \u062f\u0631\u06a9 \u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u0634\u06a9\u0633\u062a\u200c\u062e\u0648\u0631\u062f\u0647 \u2192 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u067e\u0686 \u2192 \u0627\u062c\u0631\u0627\u06cc \u062a\u0633\u062a \u062f\u0631 sandbox \u2192 VERIFIED\/UNVERIFIED \u2192 \u0627\u0631\u062c\u0627\u0639 \u0627\u0646\u0633\u0627\u0646\u06cc \u062f\u0631 \u0627\u0628\u0647\u0627\u0645.<\/li>\n<li dir=\"rtl\">\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0628\u062a\u0646\u06cc\u200c\u0628\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634: RAG \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u0646\u0627\u062f \u2192 \u062a\u0631\u06a9\u06cc\u0628 \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u2192 \u0627\u0633\u062a\u0646\u0627\u062f \u0627\u0644\u0632\u0627\u0645\u06cc \u2192 \u00ab\u0639\u062f\u0645 \u067e\u0627\u0633\u062e\u00bb \u062f\u0631 \u0646\u0628\u0648\u062f \u0634\u0648\u0627\u0647\u062f \u06a9\u0627\u0641\u06cc.<\/li>\n<\/ul>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D8%AE%D8%B7%D8%A7%D9%87%D8%A7%DB%8C_%D8%B1%D8%A7%DB%8C%D8%AC_%DA%A9%D9%87_%D8%A8%D8%A7%DB%8C%D8%AF_%D8%A7%D8%B2_%D8%A2%D9%86%E2%80%8C%D9%87%D8%A7_%D8%AF%D9%88%D8%B1%DB%8C_%DA%A9%D8%B1%D8%AF\"><\/span>\u062e\u0637\u0627\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u062f\u0648\u0631\u06cc \u06a9\u0631\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0627\u062a\u06a9\u0627 \u0628\u0647 \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0648\u0627\u062d\u062f \u0628\u062f\u0648\u0646 Verifier.<\/li>\n<li dir=\"rtl\">\u0646\u0645\u0627\u06cc\u0634 \u062e\u0627\u0645 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0641\u06a9\u0631 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 (\u0627\u0644\u0642\u0627\u06cc \u062e\u0637\u0627\/\u0627\u0641\u0634\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a).<\/li>\n<li dir=\"rtl\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062f\u0627\u0648\u0645 \u0627\u0632 CoT \u0628\u062f\u0648\u0646 \u0628\u0648\u062f\u062c\u0647\u200c\u0628\u0646\u062f\u06cc (\u0647\u0632\u06cc\u0646\u0647\/\u062a\u0623\u062e\u06cc\u0631 \u0628\u0627\u0644\u0627).<\/li>\n<li dir=\"rtl\">\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0641\u0642\u0637 \u0628\u0627 \u062f\u0642\u062a \u06a9\u0644\u06cc\u061b \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0646 \u06a9\u0627\u0644\u06cc\u0628\u0631\u0627\u0633\u06cc\u0648\u0646 \u0648 \u0647\u0632\u06cc\u0646\u0647\/\u062a\u0623\u062e\u06cc\u0631.<\/li>\n<li dir=\"rtl\">\u0622\u0644\u0648\u062f\u06af\u06cc \u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627 \u0648 \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc \u0628\u06cc\u0634\u200c\u0627\u0632\u062d\u062f \u062e\u0648\u0634\u200c\u0628\u06cc\u0646\u0627\u0646\u0647.<\/li>\n<\/ul>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%D9%85%D8%AF%D9%84_%D9%85%D8%AF%DB%8C%D8%B1%DB%8C%D8%AA%E2%80%8C%D8%B4%D8%AF%D9%87_%DB%8C%D8%A7_%D9%85%D8%AA%D9%86%E2%80%8C%D8%A8%D8%A7%D8%B2%D8%9F\"><\/span>\u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644: \u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u0634\u062f\u0647 \u06cc\u0627 \u0645\u062a\u0646\u200c\u0628\u0627\u0632\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u0634\u062f\u0647 (Hosted): \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u06cc\u062f\u0627\u0631\u060c \u0627\u0628\u0632\u0627\u0631\/Verifier \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u060c \u0632\u0645\u0627\u0646 \u0639\u0631\u0636\u0647 \u0633\u0631\u06cc\u0639\u061b \u062f\u0631 \u0639\u0648\u0636\u060c \u0642\u0641\u0644 \u067e\u0644\u062a\u0641\u0631\u0645 \u0648 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0645\u062a\u0631 \u0628\u0631 \u062f\u0627\u062f\u0647\/\u0641\u0631\u0627\u06cc\u0646\u062f.<\/li>\n<li dir=\"rtl\">\u0645\u062a\u0646\u200c\u0628\u0627\u0632\/\u062e\u0648\u062f\u0645\u06cc\u0632\u0628\u0627\u0646: \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644\u060c \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u06cc\u0642\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633\u061b \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u062a\u062e\u0635\u0635 \u0628\u0631\u0627\u06cc \u0631\u06cc\u0632\u062a\u0646\u0638\u06cc\u0645 (SFT + PRM\/RFT\/Step\u2011DPO) \u0648 \u0627\u0631\u06a9\u0633\u062a\u0631\u06cc\u0634\u0646\/Verifier \u0642\u0648\u06cc.<\/li>\n<\/ul>\n<p dir=\"rtl\">\u0646\u06a9\u062a\u0647 \u0637\u0644\u0627\u06cc\u06cc: \u0645\u0633\u062a\u0642\u0644 \u0627\u0632 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644\u060c \u00ab\u0627\u062a\u0635\u0627\u0644 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 + \u062a\u0623\u06cc\u06cc\u062f\u06af\u0631\u00bb \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062c\u0647\u0634 \u06a9\u06cc\u0641\u06cc\u062a \u0648 \u0627\u0639\u062a\u0645\u0627\u062f \u0631\u0627 \u0631\u0642\u0645 \u0645\u06cc\u200c\u0632\u0646\u062f.<\/p>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D8%A7%D9%84%DA%AF%D9%88%DB%8C_%D9%BE%D8%B1%D8%A7%D9%85%D9%BE%D8%AA_%D9%88_%D9%82%D8%A7%D9%84%D8%A8_%D8%AE%D8%B1%D9%88%D8%AC%DB%8C_%D9%BE%DB%8C%D8%B4%D9%86%D9%87%D8%A7%D8%AF%DB%8C\"><\/span>\u0627\u0644\u06af\u0648\u06cc \u067e\u0631\u0627\u0645\u067e\u062a \u0648 \u0642\u0627\u0644\u0628 \u062e\u0631\u0648\u062c\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u0633\u06cc\u0627\u0633\u062a \u067e\u0631\u0627\u0645\u067e\u062a (System\/Developer):<br \/>\n\u00ab\u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062e\u0635\u0648\u0635\u06cc \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0641\u06a9\u0631 \u06a9\u0646\u061b \u0647\u0631\u062c\u0627 \u0644\u0627\u0632\u0645 \u0634\u062f \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u061b \u0641\u0642\u0637 \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0627 \u0634\u0648\u0627\u0647\u062f \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u061b \u0627\u06af\u0631 \u0634\u0648\u0627\u0647\u062f \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a\u060c \u0639\u062f\u0645 \u067e\u0627\u0633\u062e \u0628\u062f\u0647 \u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062a\u06a9\u0645\u06cc\u0644\u06cc \u0628\u062e\u0648\u0627\u0647.\u00bb<\/li>\n<li dir=\"rtl\">\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u067e\u0627\u0633\u062e \u06a9\u0627\u0631\u0628\u0631\u067e\u0633\u0646\u062f: \u067e\u0627\u0633\u062e \u06a9\u0648\u062a\u0627\u0647\u060c \u062f\u0642\u06cc\u0642\u060c \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0627\u0633\u062a\u0646\u0627\u062f\/\u0634\u0648\u0627\u0647\u062f\u061b \u0627\u0632 \u0627\u0631\u0627\u0626\u0647 \u0641\u0631\u0627\u06cc\u0646\u062f \u062f\u0627\u062e\u0644\u06cc \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u0634\u0648\u062f.<\/li>\n<li dir=\"rtl\">\u0642\u0627\u0644\u0628 \u062e\u0631\u0648\u062c\u06cc \u0646\u0645\u0648\u0646\u0647 (\u0645\u062a\u0646\u06cc):\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">\u067e\u0627\u0633\u062e: \u2026<\/li>\n<li dir=\"rtl\">\u0627\u0639\u062a\u0645\u0627\u062f (0 \u062a\u0627 1): \u2026<\/li>\n<li dir=\"rtl\">\u0634\u0648\u0627\u0647\u062f\/\u0645\u0646\u0627\u0628\u0639: \u2026<\/li>\n<li dir=\"rtl\">\u0646\u062a\u06cc\u062c\u0647 \u062a\u0623\u06cc\u06cc\u062f\u06af\u0631: VERIFIED\/UNVERIFIED + \u062a\u0648\u0636\u06cc\u062d \u06a9\u0648\u062a\u0627\u0647<\/li>\n<li dir=\"rtl\">\u0627\u0642\u062f\u0627\u0645 \u0628\u0639\u062f\u06cc\/\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632: \u2026<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D9%88%D8%A7%DA%98%D9%87%E2%80%8C%D9%86%D8%A7%D9%85%D9%87_%DA%A9%D9%88%D8%AA%D8%A7%D9%87\"><\/span>\u0648\u0627\u0698\u0647\u200c\u0646\u0627\u0645\u0647 \u06a9\u0648\u062a\u0627\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li style=\"list-style-type: none;\">\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li dir=\"rtl\">test-time compute: \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u062d\u0627\u0633\u0628\u0647 \u0647\u0646\u06af\u0627\u0645 \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc (\u0686\u0646\u062f\u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc\/\u062c\u0633\u062a\u200c\u0648\u062c\u0648\u06cc \u0634\u0627\u062e\u0647\u200c\u0627\u06cc).<\/li>\n<li dir=\"rtl\">Chain\/Tree of Thought: \u06cc\u0627\u062f\u062f\u0627\u0634\u062a\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645\/\u062c\u0633\u062a\u200c\u0648\u062c\u0648\u06cc \u0634\u0627\u062e\u0647\u200c\u0627\u06cc \u062f\u0631 \u0641\u0636\u0627\u06cc \u0631\u0627\u0647\u200c\u062d\u0644.<\/li>\n<li dir=\"rtl\">ReAct: \u062a\u0631\u06a9\u06cc\u0628 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648 \u0639\u0645\u0644 \u0628\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627.<\/li>\n<li dir=\"rtl\">PAL\/Program-of-Thoughts: \u062d\u0644 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u06a9\u0645\u06a9\u06cc.<\/li>\n<li dir=\"rtl\">RAG: \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u0646\u0634 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u0627\u062f \u0648 \u06a9\u0627\u0647\u0634 \u062a\u0648\u0647\u0645.<\/li>\n<li dir=\"rtl\">Verifier: \u062a\u0623\u06cc\u06cc\u062f\u06af\u0631 \u0645\u0633\u062a\u0642\u0644 \u0635\u062d\u062a \u067e\u0627\u0633\u062e (\u062a\u0633\u062a\/\u0686\u06a9\u0631\/\u0627\u0633\u062a\u0646\u0627\u062f).<\/li>\n<li dir=\"rtl\">PRM\/RFT\/Step\u2011DPO: \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0641\u0631\u0627\u06cc\u0646\u062f \u062d\u0644.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><!-- FAQ structured with Schema.org (FAQPage) for WordPress code block --><\/p>\n<section id=\"faq-reasoning-ai\" class=\"faq-section\">\n<h2><\/h2>\n<div class=\"faq-item\">\n<h3>\u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0647 \u062a\u0641\u0627\u0648\u062a\u06cc \u0628\u0627 LLM \u0645\u0639\u0645\u0648\u0644 \u062f\u0627\u0631\u062f\u061f<\/h3>\n<div>\n<div>\u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u0645\u0633\u06cc\u0631 \u062d\u0644 \u0631\u0627 \u0686\u0646\u062f\u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc \u0648 \u0627\u0628\u0632\u0627\u0631\u0645\u062d\u0648\u0631 \u0637\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u067e\u0627\u0633\u062e \u0631\u0627 \u0628\u0627 \u062a\u0623\u06cc\u06cc\u062f\u06af\u0631 \u0645\u0633\u062a\u0642\u0644 \u0645\u06cc\u200c\u0633\u0646\u062c\u062f\u061b LLM \u0645\u0639\u0645\u0648\u0644 \u063a\u0627\u0644\u0628\u0627\u064b \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0645\u062a\u0646\u06cc \u0628\u062f\u0648\u0646 \u0631\u0627\u0633\u062a\u06cc\u200c\u0622\u0632\u0645\u0627\u06cc\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/div>\n<\/div>\n<\/div>\n<div class=\"faq-item\">\n<h3>test-time compute \u06cc\u0639\u0646\u06cc \u0686\u0647 \u0648 \u0686\u0647 \u06a9\u0645\u06a9\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u061f<\/h3>\n<div>\n<div>\u062e\u0631\u062c\u200c\u06a9\u0631\u062f\u0646 \u0645\u062d\u0627\u0633\u0628\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0632\u0645\u0627\u0646 \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc (\u0686\u0646\u062f\u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u06cc\u0627 \u062c\u0633\u062a\u200c\u0648\u062c\u0648\u06cc \u0634\u0627\u062e\u0647\u200c\u0627\u06cc) \u062a\u0627 \u062f\u0642\u062a \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u067e\u0627\u0633\u062e \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0628\u062f.<\/div>\n<\/div>\n<\/div>\n<div class=\"faq-item\">\n<h3>Verifier \u062f\u0642\u06cc\u0642\u0627\u064b \u0686\u0647 \u06a9\u0627\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f\u061f<\/h3>\n<div>\n<div>\u0628\u0627 \u062a\u0633\u062a \u0648\u0627\u062d\u062f\u060c \u0686\u06a9\u0631 \u0645\u0646\u0637\u0642\u06cc \u06cc\u0627 \u0627\u0633\u062a\u0646\u0627\u062f\u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u200c\u0634\u062f\u0647 \u0635\u062d\u062a \u067e\u0627\u0633\u062e \u0631\u0627 \u0645\u06cc\u200c\u0633\u0646\u062c\u062f \u0648 \u0628\u0631\u0686\u0633\u0628 VERIFIED\/UNVERIFIED \u0645\u06cc\u200c\u062f\u0647\u062f.<\/div>\n<\/div>\n<\/div>\n<div class=\"faq-item\">\n<h3>\u0622\u06cc\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0641\u06a9\u0631 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061f<\/h3>\n<div>\n<div>\u062e\u06cc\u0631\u061b \u0632\u0646\u062c\u06cc\u0631\u0647 \u0641\u06a9\u0631 \u0628\u0627\u06cc\u062f \u062e\u0635\u0648\u0635\u06cc \u0628\u0645\u0627\u0646\u062f \u062a\u0627 \u0631\u06cc\u0633\u06a9 \u0627\u0644\u0642\u0627 \u0648 \u0627\u0641\u0634\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f. \u0641\u0642\u0637 \u067e\u0627\u0633\u062e \u0648 \u0634\u0648\u0627\u0647\u062f \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f.<\/div>\n<\/div>\n<\/div>\n<div class=\"faq-item\">\n<h3>\u0686\u0637\u0648\u0631 \u0647\u0632\u06cc\u0646\u0647 \u0648 \u062a\u0623\u062e\u06cc\u0631 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f\u061f<\/h3>\n<div>\n<div>\u0645\u0633\u06cc\u0631 \u062f\u0648\u06af\u0627\u0646\u0647 \u0633\u0631\u06cc\u0639\/\u0639\u0645\u06cc\u0642\u060c \u0633\u0642\u0641 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0641\u06a9\u0631 \u0648 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0627\u0628\u0632\u0627\u0631\u060c \u062a\u0648\u0642\u0641 \u0632\u0648\u062f\u0647\u0646\u06af\u0627\u0645 \u067e\u0633 \u0627\u0632 \u062a\u0623\u06cc\u06cc\u062f\u060c \u06a9\u0634 \u0646\u062a\u0627\u06cc\u062c \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627.<\/div>\n<\/div>\n<\/div>\n<div class=\"faq-item\">\n<h3>\u0686\u0647 \u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u0646\u0627\u0633\u0628\u200c\u0627\u0646\u062f\u061f<\/h3>\n<div>\n<div>GSM8K\u060c MATH\/AIME\u060c GPQA Diamond\u060c ARC\u2011Challenge\u060c BBH\u060c MMLU\u2011Pro\u060c HumanEval\/MBPP \u0648 SWE\u2011Bench.<\/div>\n<\/div>\n<\/div>\n<div class=\"faq-item\">\n<h3>\u0622\u06cc\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0647\u0645 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062e\u0648\u0628 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06a9\u0646\u0646\u062f\u061f<\/h3>\n<div>\n<div>\u0628\u0644\u0647\u061b \u0628\u0627 \u062a\u0642\u0637\u06cc\u0631 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u0627\u062a\u0635\u0627\u0644 \u0627\u0628\u0632\u0627\u0631\/Verifier \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u06a9\u06cc\u0641\u06cc\u062a \u0645\u0637\u0644\u0648\u0628 \u0628\u0627 \u0647\u0632\u06cc\u0646\u0647\/\u062a\u0623\u062e\u06cc\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u0631\u0633\u06cc\u062f.<\/div>\n<\/div>\n<\/div>\n<div class=\"faq-item\">\n<h3>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u062c\u0631\u0627\u06cc\u06cc \u0686\u06cc\u0633\u062a\u061f<\/h3>\n<div>\n<div>Orchestrator (LLM) + Solver\u0647\u0627 (\u06a9\u062f\/SQL\/RAG\/\u062d\u0644\u200c\u06af\u0631\u0647\u0627) + Verifier \u0645\u0633\u062a\u0642\u0644 + \u0644\u0627\u06af \u0648 \u062d\u0627\u0641\u0638\u0647 \u0641\u0631\u0627\u06cc\u0646\u062f.<\/div>\n<\/div>\n<\/div>\n<div class=\"faq-item\">\n<h3>\u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0645\u062f\u0644 Hosted \u0631\u0627 \u0628\u0647 \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u062a\u0631\u062c\u06cc\u062d \u062f\u0647\u06cc\u0645\u061f<\/h3>\n<div>\n<div>\u0648\u0642\u062a\u06cc \u0632\u0645\u0627\u0646 \u0639\u0631\u0636\u0647\u060c \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u06cc\u062f\u0627\u0631 \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\/Verifier \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0632 \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627\u0634\u062f.<\/div>\n<\/div>\n<\/div>\n<div class=\"faq-item\">\n<h3>\u0686\u06af\u0648\u0646\u0647 \u0627\u0639\u062a\u0645\u0627\u062f \u0631\u0627 \u06a9\u0627\u0644\u06cc\u0628\u0631\u0647 \u06a9\u0646\u06cc\u0645\u061f<\/h3>\n<div>\n<div>\u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628 Verifier\u060c \u0622\u0633\u062a\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u0633\u062e\u060c \u0633\u06cc\u0627\u0633\u062a \u00ab\u0639\u062f\u0645 \u067e\u0627\u0633\u062e\u00bb \u0648 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc\/\u0628\u0647\u0633\u0627\u0632\u06cc \u0634\u0627\u062e\u0635\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f ECE\/Brier \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc.<\/div>\n<\/div>\n<\/div>\n<\/section>\n<p><!-- Optional: JSON-LD for rich results --><br \/>\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0647 \u062a\u0641\u0627\u0648\u062a\u06cc \u0628\u0627 LLM \u0645\u0639\u0645\u0648\u0644 \u062f\u0627\u0631\u062f\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u0645\u0633\u06cc\u0631 \u062d\u0644 \u0631\u0627 \u0686\u0646\u062f\u0645\u0631\u062d\u0644\u0647\u200c\u0627\u06cc \u0648 \u0627\u0628\u0632\u0627\u0631\u0645\u062d\u0648\u0631 \u0637\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u067e\u0627\u0633\u062e \u0631\u0627 \u0628\u0627 \u062a\u0623\u06cc\u06cc\u062f\u06af\u0631 \u0645\u0633\u062a\u0642\u0644 \u0645\u06cc\u200c\u0633\u0646\u062c\u062f\u061b LLM \u0645\u0639\u0645\u0648\u0644 \u063a\u0627\u0644\u0628\u0627\u064b \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0645\u062a\u0646\u06cc \u0628\u062f\u0648\u0646 \u0631\u0627\u0633\u062a\u06cc\u200c\u0622\u0632\u0645\u0627\u06cc\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"test-time compute \u06cc\u0639\u0646\u06cc \u0686\u0647 \u0648 \u0686\u0647 \u06a9\u0645\u06a9\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u062e\u0631\u062c\u200c\u06a9\u0631\u062f\u0646 \u0645\u062d\u0627\u0633\u0628\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0632\u0645\u0627\u0646 \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc (\u0686\u0646\u062f\u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u06cc\u0627 \u062c\u0633\u062a\u200c\u0648\u062c\u0648\u06cc \u0634\u0627\u062e\u0647\u200c\u0627\u06cc) \u062a\u0627 \u062f\u0642\u062a \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u067e\u0627\u0633\u062e \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0628\u062f.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"Verifier \u062f\u0642\u06cc\u0642\u0627\u064b \u0686\u0647 \u06a9\u0627\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0628\u0627 \u062a\u0633\u062a \u0648\u0627\u062d\u062f\u060c \u0686\u06a9\u0631 \u0645\u0646\u0637\u0642\u06cc \u06cc\u0627 \u0627\u0633\u062a\u0646\u0627\u062f\u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u200c\u0634\u062f\u0647 \u0635\u062d\u062a \u067e\u0627\u0633\u062e \u0631\u0627 \u0645\u06cc\u200c\u0633\u0646\u062c\u062f \u0648 \u0628\u0631\u0686\u0633\u0628 VERIFIED\/UNVERIFIED \u0645\u06cc\u200c\u062f\u0647\u062f.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0622\u06cc\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0641\u06a9\u0631 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u062e\u06cc\u0631\u061b \u0632\u0646\u062c\u06cc\u0631\u0647 \u0641\u06a9\u0631 \u0628\u0627\u06cc\u062f \u062e\u0635\u0648\u0635\u06cc \u0628\u0645\u0627\u0646\u062f \u062a\u0627 \u0631\u06cc\u0633\u06a9 \u0627\u0644\u0642\u0627 \u0648 \u0627\u0641\u0634\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f. \u0641\u0642\u0637 \u067e\u0627\u0633\u062e \u0648 \u0634\u0648\u0627\u0647\u062f \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0686\u0637\u0648\u0631 \u0647\u0632\u06cc\u0646\u0647 \u0648 \u062a\u0623\u062e\u06cc\u0631 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0645\u0633\u06cc\u0631 \u062f\u0648\u06af\u0627\u0646\u0647 \u0633\u0631\u06cc\u0639\/\u0639\u0645\u06cc\u0642\u060c \u0633\u0642\u0641 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627\u06cc \u0641\u06a9\u0631 \u0648 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0627\u0628\u0632\u0627\u0631\u060c \u062a\u0648\u0642\u0641 \u0632\u0648\u062f\u0647\u0646\u06af\u0627\u0645 \u067e\u0633 \u0627\u0632 \u062a\u0623\u06cc\u06cc\u062f\u060c \u06a9\u0634 \u0646\u062a\u0627\u06cc\u062c \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0686\u0647 \u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u0646\u0627\u0633\u0628\u200c\u0627\u0646\u062f\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"GSM8K\u060c MATH\/AIME\u060c GPQA Diamond\u060c ARC\u2011Challenge\u060c BBH\u060c MMLU\u2011Pro\u060c HumanEval\/MBPP \u0648 SWE\u2011Bench.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0622\u06cc\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0647\u0645 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062e\u0648\u0628 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u06a9\u0646\u0646\u062f\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0628\u0644\u0647\u061b \u0628\u0627 \u062a\u0642\u0637\u06cc\u0631 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u0627\u062a\u0635\u0627\u0644 \u0627\u0628\u0632\u0627\u0631\/Verifier \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u06a9\u06cc\u0641\u06cc\u062a \u0645\u0637\u0644\u0648\u0628 \u0628\u0627 \u0647\u0632\u06cc\u0646\u0647\/\u062a\u0623\u062e\u06cc\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u0631\u0633\u06cc\u062f.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u062c\u0631\u0627\u06cc\u06cc \u0686\u06cc\u0633\u062a\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"Orchestrator (LLM) + Solver\u0647\u0627 (\u06a9\u062f\/SQL\/RAG\/\u062d\u0644\u200c\u06af\u0631\u0647\u0627) + Verifier \u0645\u0633\u062a\u0642\u0644 + \u0644\u0627\u06af \u0648 \u062d\u0627\u0641\u0638\u0647 \u0641\u0631\u0627\u06cc\u0646\u062f.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0645\u062f\u0644 Hosted \u0631\u0627 \u0628\u0647 \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u062a\u0631\u062c\u06cc\u062d \u062f\u0647\u06cc\u0645\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0648\u0642\u062a\u06cc \u0632\u0645\u0627\u0646 \u0639\u0631\u0636\u0647\u060c \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u06cc\u062f\u0627\u0631 \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\/Verifier \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0632 \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627\u0634\u062f.\"\n      }\n    },\n    {\n      \"@type\": \"Question\",\n      \"name\": \"\u0686\u06af\u0648\u0646\u0647 \u0627\u0639\u062a\u0645\u0627\u062f \u0631\u0627 \u06a9\u0627\u0644\u06cc\u0628\u0631\u0647 \u06a9\u0646\u06cc\u0645\u061f\",\n      \"acceptedAnswer\": {\n        \"@type\": \"Answer\",\n        \"text\": \"\u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628 Verifier\u060c \u0622\u0633\u062a\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u0633\u062e\u060c \u0633\u06cc\u0627\u0633\u062a \u00ab\u0639\u062f\u0645 \u067e\u0627\u0633\u062e\u00bb \u0648 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc\/\u0628\u0647\u0633\u0627\u0632\u06cc \u0634\u0627\u062e\u0635\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f ECE\/Brier \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc.\"\n      }\n    }\n  ]\n}\n<\/script><\/p>\n<h2 dir=\"rtl\"><\/h2>\n<p dir=\"rtl\">\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u062f\u0631 2025 \u06cc\u0639\u0646\u06cc \u00ab\u0645\u062d\u0627\u0633\u0628\u0647 \u0647\u0648\u0634\u0645\u0646\u062f + \u0627\u0628\u0632\u0627\u0631\u0647\u0627 + \u062a\u0623\u06cc\u06cc\u062f \u0645\u0633\u062a\u0642\u0644\u00bb. \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc Orchestrator\/Solver\/Verifier\u060c \u0628\u0648\u062f\u062c\u0647\u200c\u0628\u0646\u062f\u06cc \u067e\u0648\u06cc\u0627 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0686\u0646\u062f\u0628\u0639\u062f\u06cc\u060c \u0628\u0647 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u060c \u0642\u0627\u0628\u0644\u200c\u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631 \u0648 \u0645\u0645\u06cc\u0632\u06cc\u200c\u067e\u0630\u06cc\u0631 \u0645\u06cc\u200c\u0631\u0633\u06cc\u062f. \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc\u060c \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0648 \u062d\u0642\u0648\u0642 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u060c \u067e\u0631\u0627\u0645\u067e\u062a \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0647\u0645\u0627\u0646 \u062f\u0627\u0645\u0646\u0647 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f.<\/p>\n<h2 dir=\"rtl\"><span class=\"ez-toc-section\" id=\"%D9%85%D9%86%D8%A7%D8%A8%D8%B9_%D9%88_%D9%85%D8%B7%D8%A7%D9%84%D8%B9%D9%87_%D8%A8%DB%8C%D8%B4%D8%AA%D8%B1\"><\/span>\u0645\u0646\u0627\u0628\u0639 \u0648 \u0645\u0637\u0627\u0644\u0639\u0647 \u0628\u06cc\u0634\u062a\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"rtl\">\n<li style=\"list-style-type: none;\">\n<ul class=\"my-4 list-inside list-disc ps-4\" dir=\"ltr\">\n<li dir=\"ltr\">Chain-of-Thought Prompting Elicits Reasoning in Large Language Models (Wei et al., 2022)<\/li>\n<li dir=\"ltr\">Self-Consistency Improves Chain-of-Thought Reasoning (Wang et al., 2022)<\/li>\n<li dir=\"ltr\">Tree of Thoughts: Deliberate Problem Solving with LLMs (Yao et al., 2023)<\/li>\n<li dir=\"ltr\">ReAct: Synergizing Reasoning and Acting in Language Models (Yao et al., 2023)<\/li>\n<li dir=\"ltr\">Program-Aided Language Models (PAL) (Gao et al., 2023)<\/li>\n<li dir=\"rtl\">\u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627: BBH\u060c ARC\u2011Challenge\u060c MMLU\u2011Pro\u060c GPQA Diamond\u060c GSM8K\u060c MATH\/AIME\u060c HumanEval\/MBPP\u060c SWE\u2011Bench<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"h-3\"><\/div>\n<\/div>\n<\/div>\n<div class=\"sticky bottom-1 z-50 mb-4 w-full transition-all duration-300 ease-in-out translate-y-0\">\n<div class=\"pointer-events-none absolute inset-x-0 -bottom-1 h-10 bg-white\"><\/div>\n<div class=\"sticky bottom-0 z-50 mx-auto w-full max-w-screen-lg\">\n<div class=\"z-50 flex flex-col gap-2 @container\"><\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0686\u0637\u0648\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u061f \u062a\u0648\u0636\u06cc\u062d \u0633\u0627\u062f\u0647 \u0648 \u0642\u062f\u0645\u200c\u0628\u0647\u200c\u0642\u062f\u0645 \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u0631 \u06a9\u0627\u0631 \u06cc\u06a9 \u00ab\u0645\u062f\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u06cc\u00bb\u060c \u0622\u0646 \u0631\u0627 \u0645\u062b\u0644 \u06cc\u06a9 \u06a9\u0627\u0631\u0622\u06af\u0627\u0647 \u06cc\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633 \u0628\u0627\u062a\u062c\u0631\u0628\u0647 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0642\u0628\u0644 \u0627\u0632 \u062c\u0648\u0627\u0628\u200c\u062f\u0627\u062f\u0646\u060c \u0645\u0633\u0626\u0644\u0647 \u0631\u0627 \u0645\u06cc\u200c\u0634\u06a9\u0646\u062f\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u062f\u0627\u0631\u062f \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062a\u0633\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u0639\u0645\u0648\u0644 \u0686\u0646\u06cc\u0646 \u0627\u0633\u062a: \u0641\u0647\u0645 \u062f\u0642\u06cc\u0642 \u0635\u0648\u0631\u062a\u200c\u0645\u0633\u0626\u0644\u0647: \u0647\u062f\u0641\u060c \u0642\u0627\u0644\u0628 \u062e\u0631\u0648\u062c\u06cc \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u0634\u0648\u062f &hellip;<\/p>\n","protected":false},"author":1,"featured_media":1421,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33,34,35],"tags":[],"class_list":["post-1414","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-tutorials","category-ai-tools","category-ai-use-cases"],"_links":{"self":[{"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/posts\/1414","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/comments?post=1414"}],"version-history":[{"count":7,"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/posts\/1414\/revisions"}],"predecessor-version":[{"id":1425,"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/posts\/1414\/revisions\/1425"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/media\/1421"}],"wp:attachment":[{"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/media?parent=1414"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/categories?post=1414"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hooshemasnoei.com\/mag\/wp-json\/wp\/v2\/tags?post=1414"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}