{"id":35440,"date":"2026-04-17T10:52:31","date_gmt":"2026-04-17T10:52:31","guid":{"rendered":"https:\/\/aisuperior.com\/?p=35440"},"modified":"2026-04-17T10:52:31","modified_gmt":"2026-04-17T10:52:31","slug":"cost-of-building-a-custom-llm","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/cost-of-building-a-custom-llm\/","title":{"rendered":"\u062a\u0643\u0644\u0641\u0629 \u0628\u0646\u0627\u0621 \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0627\u0644\u0645\u062e\u0635\u0635 \u0641\u064a \u0639\u0627\u0645 2026: \u0623\u0631\u0642\u0627\u0645 \u062d\u0642\u064a\u0642\u064a\u0629"},"content":{"rendered":"<p><b>\u0645\u0644\u062e\u0635 \u0633\u0631\u064a\u0639:<\/b><span style=\"font-weight: 400;\"> \u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u062e\u0637\u064a \u0644\u063a\u0648\u064a \u0645\u062e\u0635\u0635 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\u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a (LLM) \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0645\u062d\u0644\u064a\u0629\u060c \u0639\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u062a\u064f\u0624\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0639\u0646\u062f \u0625\u062c\u0631\u0627\u0621 \u0647\u0630\u0647 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a. \u062a\u0628\u0644\u063a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0628\u0637\u0627\u0642\u0629 A800 80G\u060c \u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629\u060c \u062d\u0648\u0627\u0644\u064a $0.79 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629. \u0648\u064a\u062a\u0631\u0627\u0648\u062d \u0647\u0630\u0627 \u0627\u0644\u0633\u0639\u0631 \u0639\u0645\u0648\u0645\u064b\u0627 \u0628\u064a\u0646 $0.51 \u0648$0.99 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0648\u0630\u0644\u0643 \u062a\u0628\u0639\u064b\u0627 \u0644\u0638\u0631\u0648\u0641 \u0627\u0644\u0634\u0631\u0627\u0621 \u0648\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0636\u064a\u0641 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0631\u0633\u0648\u0645\u064b\u0627 \u0625\u0636\u0627\u0641\u064a\u0629 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\u0643\u0628\u064a\u0631 \u0645\u0639 \u0639\u062f\u062f \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u062a\u0637\u0644\u0628 \u0645\u0636\u0627\u0639\u0641\u0627\u062a \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c.\" width=\"1437\" height=\"704\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/image1-10.avif 1437w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/image1-10-300x147.avif 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/image1-10-1024x502.avif 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/image1-10-768x376.avif 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/image1-10-18x9.avif 18w\" sizes=\"(max-width: 1437px) 100vw, 1437px\" \/><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0637\u0644\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0648\u062c\u0647 (LLMs) \u0630\u0627\u0643\u0631\u0629 \u0643\u0628\u064a\u0631\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU). \u064a\u062d\u062a\u0627\u062c \u0646\u0645\u0648\u0630\u062c \u0630\u0648 70 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644 \u0639\u0627\u062f\u0629\u064b \u0625\u0644\u0649 \u062d\u0648\u0627\u0644\u064a 140 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0628\u062f\u0642\u0629 FP16. \u0623\u0636\u0641 \u0625\u0644\u0649 \u0630\u0644\u0643 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0644\u0644\u0642\u064a\u0645 \u0648\u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d (KV cache) \u0644\u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u0646\u0634\u064a\u0637 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u064f\u062e\u062f\u0650\u0651\u0645 - \u0641\u062c\u0623\u0629\u064b \u064a\u0631\u062a\u0641\u0639 \u0647\u0630\u0627 \u0627\u0644\u0645\u062a\u0637\u0644\u0628 \u0627\u0644\u0646\u0638\u0631\u064a \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 200 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0646\u0638\u0627\u0645.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0631\u0627\u0643\u0645 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0628\u0634\u0643\u0644 \u062a\u062f\u0631\u064a\u062c\u064a. \u062a\u062a\u0631\u0627\u0643\u0645 \u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0627\u0644\u0633\u062c\u0644\u0627\u062a\u060c \u0648\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a. \u0642\u062f \u064a\u0646\u062a\u062c \u0639\u0646 \u0639\u0645\u0644\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0634\u0627\u0645\u0644\u0629 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a\u0627\u062a \u0645\u0646 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0647\u0627 \u0644\u0636\u0645\u0627\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0625\u0639\u0627\u062f\u0629 \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0644\u0645\u0639\u0627\u064a\u064a\u0631.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628: \u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0630\u064a \u062a\u0628\u0644\u063a \u0642\u064a\u0645\u062a\u0647 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0646\u0645\u0648\u0630\u062c \u0645\u064f\u062f\u0631\u064e\u0651\u0628 \u0645\u0633\u0628\u0642\u0627\u064b \u0623\u0645\u0631 \u0645\u0643\u0644\u0641. \u0623\u0645\u0627 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u061f \u0641\u0647\u0646\u0627 \u062a\u062f\u062e\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0641\u064a \u0646\u0637\u0627\u0642 \u0645\u062e\u062a\u0644\u0641 \u062a\u0645\u0627\u0645\u0627\u064b.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u062e\u062f\u0645\u062a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 arXiv\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0648\u0644\u062a \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (LLMs) \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629\u060c \u0639\u0642\u062f\u062a\u064a\u0646 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629\u060c \u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u0645\u0632\u0648\u062f\u0629 \u0628\u0645\u0648\u0627\u0631\u062f \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u060c \u0644\u0625\u062c\u0631\u0627\u0621 \u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0648\u062d\u062a\u0649 \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 &quot;\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629&quot; \u062a\u0637\u0644\u0628\u062a \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0645\u0646\u0633\u0642\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u064a\u0635\u0639\u0628 \u0639\u0644\u0649 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062a\u0648\u0641\u064a\u0631\u0647 \u0628\u0633\u0647\u0648\u0644\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0624\u062f\u064a \u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0633\u0628\u0642 \u0625\u0644\u0649 \u0647\u064a\u0643\u0644 \u062a\u0643\u0644\u0641\u0629 \u062a\u0647\u064a\u0645\u0646 \u0639\u0644\u064a\u0647 \u0633\u0627\u0639\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU). \u0642\u062f \u062a\u0633\u062a\u0647\u0644\u0643 \u0639\u0645\u0644\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0643\u0627\u0645\u0644\u0629 \u0644\u0646\u0645\u0648\u0630\u062c \u062a\u0646\u0627\u0641\u0633\u064a \u0622\u0644\u0627\u0641 \u0627\u0644\u0633\u0627\u0639\u0627\u062a \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0645\u062a\u0637\u0648\u0631\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627 \u062a\u062a\u0636\u0645\u0646\u0647 \u0645\u0631\u062d\u0644\u0629 \u0645\u0627 \u0642\u0628\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0641\u0639\u0644\u064a\u0627\u064b<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0645\u0646 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\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0637\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627 (\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u062a\u0645 \u0627\u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u0646 \u0634\u0623\u0646 \u062a\u0639\u0642\u064a\u062f\u0647\u0627)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0648\u0632\u0639\u0629 \u0645\u0639 \u0648\u0635\u0644\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u0639\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0639\u0628\u0631 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0634\u063a\u064a\u0644 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0627\u0646 \u0639\u0646\u062f \u062d\u062f\u0648\u062b \u062e\u0644\u0644 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u0633\u0627\u0631\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u0648\u062a\u0642\u064a\u064a\u0645 \u0646\u0642\u0627\u0637 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\u0627\u0644\u062d\u062f\u064a\u0629 \u0644\u0639\u0645\u0644\u064a\u0627\u062a LLM \u064a\u062a\u0628\u0639 \u0646\u0645\u0648\u0630\u062c \u0625\u0646\u062a\u0627\u062c \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062d\u0648\u0633\u0628\u0629. \u0648\u064a\u0639\u0645\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0643\u0640&quot;\u0646\u0634\u0627\u0637 \u0625\u0646\u062a\u0627\u062c \u0630\u0643\u064a&quot; \u062d\u064a\u062b \u062a\u064f\u062a\u0631\u062c\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0625\u0644\u0649 \u0637\u0627\u0642\u0629 \u0625\u0646\u062a\u0627\u062c\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0639\u0632\u0632 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0647\u0630\u0647 \u0627\u0644\u0639\u0644\u0627\u0642\u0629. \u0641\u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0646\u0627\u0633\u0628 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\u0645\u064f\u0632\u0648\u0651\u062f\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u062e\u064a\u0627\u0631\u0627\u062a \u0645\u064f\u062a\u0646\u0648\u0651\u0639\u0629 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0630\u0627\u062a \u062e\u0635\u0627\u0626\u0635 \u0623\u062f\u0627\u0621 \u0648\u0633\u0639\u0631 \u0645\u064f\u062e\u062a\u0644\u0641\u0629. \u0648\u0628\u0634\u0643\u0644 \u0639\u0627\u0645\u060c \u062a\u064f\u0642\u062f\u0651\u0645 \u0645\u064f\u0633\u0631\u0651\u0639\u0627\u062a \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0623\u062d\u062f\u062b \u0623\u062f\u0627\u0621\u064b \u0623\u0641\u0636\u0644 \u0645\u064f\u0642\u0627\u0628\u0644 \u0627\u0644\u0633\u0639\u0631\u060c \u0648\u0644\u0643\u0646 \u0642\u064a\u0648\u062f \u0627\u0644\u062a\u0648\u0627\u0641\u0631 \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 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style=\"font-weight: 400;\">\u0644\u0627 \u062a\u062a\u0648\u0627\u0641\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627. \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0625\u0644\u0649:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0631\u062e\u064a\u0635 \u0623\u0648 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0642\u0645 \u0628\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u062a\u0635\u0641\u064a\u062a\u0647 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\u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0645\u0639 \u062a\u0637\u0648\u0631 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062c\u0647\u062f\u0627\u064b \u0628\u0634\u0631\u064a\u0627\u064b \u0643\u0628\u064a\u0631\u0627\u064b \u0648\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u0633\u062a\u0644\u0632\u0645 \u062e\u0628\u0631\u0629 \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644. \u0648\u062a\u0632\u062f\u0627\u062f \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u0628\u0639\u0627\u064b \u0644\u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062c\u0648\u062f\u0629.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u064a\u062d\u062f\u062f \u0646\u0637\u0627\u0642 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0625\u0646 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u064a\u062e\u0644\u0642 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u062e\u0644\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u062b\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (LLM) \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 - \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0627\u062e\u0644\u064a - \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0643\u0644\u0641\u0629. \u0648\u062a\u0634\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0645 \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0644\u064a:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062e\u062f\u0645\u0629 \u0639\u062f\u062f \u0645\u062d\u062f\u0648\u062f \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0645\u062a\u0632\u0627\u0645\u0646\u064a\u0646 (10-100)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062d\u0645\u0644 \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0623\u0639\u0644\u0649<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0628\u0651\u0644 \u0641\u062a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0642\u0641 \u0623\u0648 \u0627\u0644\u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u0639\u0631\u0636\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u062f\u0639\u0645 \u0623\u0642\u0644 \u0635\u0631\u0627\u0645\u0629<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u062d\u062a\u0649 \u0647\u0646\u0627\u060c \u062a\u062a\u0631\u0627\u0648\u062d \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u064a\u0646 $125K \u0648$190K \u0633\u0646\u0648\u064a\u0627\u064b \u0639\u0646\u062f \u0627\u062d\u062a\u0633\u0627\u0628 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0628\u0645\u062c\u0631\u062f \u0623\u0646 \u062a\u064f\u0634\u063a\u0651\u0644 \u0634\u0631\u0643\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 (LLM) \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0641\u0627\u0639\u0644 \u0645\u0639\u0647\u0627 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631\u060c \u062a\u0635\u0628\u062d \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0623\u0643\u062b\u0631 \u0635\u0631\u0627\u0645\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0646\u062e\u0641\u0636 \u062a\u0648\u0642\u0639\u0627\u062a \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0625\u0644\u0649 \u0623\u0648\u0642\u0627\u062a \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0623\u0642\u0644 \u0645\u0646 \u062b\u0627\u0646\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u064a\u062c\u0628 \u0623\u0646 \u062a\u0642\u062a\u0631\u0628 \u0646\u0633\u0628\u0629 \u0627\u0644\u062a\u0648\u0627\u0641\u0631 \u0645\u0646 99.9% \u0623\u0648 \u0623\u0639\u0644\u0649<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u064a\u062e\u062a\u0644\u0641 \u0627\u0644\u062d\u0645\u0644 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639 \u0645\u0645\u0627 \u064a\u062a\u0637\u0644\u0628 \u0645\u0633\u0627\u062d\u0629 \u0631\u0623\u0633\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0648\u0633\u0639<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0624\u062b\u0631 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0641\u0634\u0644 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0648\u0627\u0644\u0633\u0645\u0639\u0629<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u062a\u062f\u0641\u0639 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0646\u062d\u0648 \u0646\u0637\u0627\u0642 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 $500K \u0648$820K \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629. \u0623\u0645\u0627 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0641\u062a\u062a\u062c\u0627\u0648\u0632 \u0628\u0633\u0647\u0648\u0644\u0629 \u0633\u0628\u0639\u0629 \u0623\u0631\u0642\u0627\u0645.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u062c \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0639\u0646\u062f\u0645\u0627 \u064a\u0635\u0628\u062d \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u062e\u0635\u0635 \u0647\u0648 \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0627\u0644\u0630\u064a \u064a\u0645\u064a\u0632 \u0627\u0644\u0645\u0646\u062a\u062c\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062a\u0644\u062a\u0632\u0645 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0628\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0643\u0643\u0641\u0627\u0621\u0629 \u0623\u0633\u0627\u0633\u064a\u0629. \u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0641\u0631\u0642 \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\/\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0623\u0637\u0631 \u0645\u062a\u0637\u0648\u0631\u0629 \u0644\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062c\u0631\u064a\u0628<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0647\u062a\u0645\u0627\u0645 \u062a\u0646\u0641\u064a\u0630\u064a \u0643\u0628\u064a\u0631 \u0648\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0628\u062d\u0633\u0628 \u062a\u062d\u0644\u064a\u0644 \u0644\u064a\u0646\u0643\u062f\u0625\u0646\u060c \u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u064a\u0646 \u0645\u0644\u064a\u0648\u0646 \u064812 \u0645\u0644\u064a\u0648\u0646 \u0639\u0645\u0644\u064a\u0629 \u0633\u0646\u0648\u064a\u064b\u0627 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a. \u0648\u0630\u0644\u0643 \u0642\u0628\u0644 \u0627\u062d\u062a\u0633\u0627\u0628 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0641\u0631\u0635\u0629 \u0627\u0644\u0628\u062f\u064a\u0644\u0629 \u0627\u0644\u0645\u062a\u0645\u062b\u0644\u0629 \u0641\u064a \u0639\u062f\u0645 \u062a\u0648\u062c\u064a\u0647 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0646\u062d\u0648 \u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0623\u062e\u0631\u0649.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0646\u0634\u0631<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0633\u0646\u0648\u064a\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$125K\u2013$190K<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0639\u062f\u062f \u0645\u062d\u062f\u0648\u062f \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0631\u0646<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0648\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a\u060c \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$500K\u2013$820K<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u0648\u0627\u0641\u0631 \u0639\u0627\u0644\u064d\u060c \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646\u062e\u0641\u0636<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0646\u062a\u062c \u0627\u0644\u0623\u0633\u0627\u0633\u064a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u0645\u064a\u064a\u0632 \u0627\u0644\u0645\u0646\u062a\u062c \u0627\u0644\u0623\u0633\u0627\u0633\u064a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$6M\u2013$12M<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0646\u0627\u0637\u0642<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642: \u0623\u0631\u0636\u064a\u0629 \u0648\u0633\u0637\u0649 \u0623\u0643\u062b\u0631 \u0633\u0647\u0648\u0644\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0625\u0644\u0649 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u0627\u0644\u0635\u0641\u0631. \u064a\u0648\u0641\u0631 \u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0628\u062f\u064a\u0644\u0627\u064b \u0639\u0645\u0644\u064a\u0627\u064b \u064a\u0642\u0644\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u062e\u0635\u064a\u0635.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 arXiv \u062d\u0648\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629\u060c \u062a\u062c\u0627\u0631\u0628 \u0636\u0628\u0637 \u062f\u0642\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 LoRA (\u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0631\u062a\u0628\u0629) \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0630\u0627\u062a \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0645\u062a\u0648\u0627\u0636\u0639\u0629. \u0627\u0633\u062a\u063a\u0631\u0642 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u0627\u0644\u0645\u064f\u0643\u0645\u0651\u0645 \u0639\u0646\u062f 8 \u0628\u062a\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 LoRA\u060c \u062d\u0648\u0627\u0644\u064a 7 \u0633\u0627\u0639\u0627\u062a \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 NVIDIA T4 \u0648\u0627\u062d\u062f\u0629 \u0628\u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0633\u0639\u062a\u0647\u0627 16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a. \u062a\u0645 \u062a\u0646\u0641\u064a\u0630 \u0630\u0644\u0643 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Google Colab \u0628\u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a (RAM) \u0633\u0639\u062a\u0647\u0627 12 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0643\u0644\u0651\u0641 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a T4 \u0639\u0644\u0649 \u0645\u0632\u0648\u062f\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u0628\u064a\u0646 $0.35 \u0648$0.50 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629. \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a\u060c \u062a\u064f\u0643\u0644\u0651\u0641 \u0639\u0645\u0644\u064a\u0629 \u0636\u0628\u0637 \u062f\u0642\u064a\u0642 \u0645\u062f\u062a\u0647\u0627 7 \u0633\u0627\u0639\u0627\u062a \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 $2.50 \u0625\u0644\u0649 $3.50 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062d\u0648\u0633\u0628\u0629. \u062d\u062a\u0649 \u0645\u0639 \u0627\u0644\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0648\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629\u060c \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0641\u0625\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u062a\u0628\u0642\u0649 \u0639\u0645\u0648\u0645\u064b\u0627 \u0623\u0642\u0644 \u0645\u0646 $500 \u0625\u0644\u0649 $1000 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u062b\u0644 \u0648\u0642\u062a \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0627\u0644\u0623\u0643\u0628\u0631. \u064a\u062a\u0637\u0644\u0628 \u0625\u0639\u062f\u0627\u062f \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0625\u0639\u062f\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062e\u0628\u0631\u0629\u060c \u0648\u0644\u0643\u0646 \u0628\u062c\u0632\u0621 \u0628\u0633\u064a\u0637 \u0645\u0646 \u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0633\u0628\u0642.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u062a\u0649 \u064a\u0643\u0648\u0646 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0645\u0646\u0637\u0642\u064a\u0627\u064b<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u062c\u062f\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0646\u0641\u0639\u0627\u064b \u0639\u0646\u062f\u0645\u0627:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u064f\u0639\u062f \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0623\u0648 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644 \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0645\u0646 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0623\u0646 \u062a\u062d\u0633\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0627\u0644\u062a\u062e\u0635\u064a\u0635\u0627\u062a \u0645\u064a\u0632\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u0627\u064b \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0623\u0646 \u062a\u062a\u0637\u0627\u0628\u0642 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0627\u0645\u0629 \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u0627\u064b.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0628\u062d\u0633\u0628 \u0645\u0642\u0627\u0644 \u0646\u064f\u0634\u0631 \u0639\u0644\u0649 \u0645\u062f\u0648\u0646\u0629 Hugging Face (\u0628\u062a\u0627\u0631\u064a\u062e 20 \u0645\u0627\u0631\u0633 2026) \u062d\u0648\u0644 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0636\u0645\u064a\u0646 \u062e\u0627\u0635\u0629 \u0628\u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062d\u062f\u062f\u0629\u060c \u0641\u0642\u062f \u0634\u0647\u062f\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0648\u0623\u0633\u0627\u0644\u064a\u0628 \u0645\u064f\u062b\u0628\u062a\u0629 \u062a\u062d\u0633\u0646\u0627\u064b \u064a\u0632\u064a\u062f \u0639\u0646 10% \u0641\u064a \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641. \u0648\u0642\u062f \u062a\u062d\u0642\u0642\u062a \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u0627\u0633\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0636\u0628\u0637 \u062f\u0642\u064a\u0642 \u0648\u0645\u064f\u0648\u062c\u0651\u0647\u060c \u0648\u0644\u064a\u0633 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a \u0636\u062e\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u064f\u0633\u0628\u0642.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0641\u0639\u0627\u0644\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0642\u0644\u0644 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0627\u0644\u062d\u062f\u064a\u062b\u0629\u060c \u0645\u062b\u0644 LoRA \u0648QLoRA \u0648\u0637\u0631\u0642 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a\u060c \u0645\u0646 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u062f\u064a\u062b \u062c\u0632\u0621 \u0635\u063a\u064a\u0631 \u0641\u0642\u0637 \u0645\u0646 \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062f\u0648\u0631\u0627\u062a \u062a\u0643\u0631\u0627\u0631 \u0623\u0633\u0631\u0639<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062a\u0643\u064a\u0641\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u0647\u0627\u0645<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0646\u062e\u0641\u0627\u0636 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0637\u0631\u0627\u0632\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u064a\u062d \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0625\u0645\u0643\u0627\u0646\u064a\u0629 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\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0627\u0644\u062a\u062c\u0631\u064a\u0628 \u0623\u0645\u0631\u0627\u0646 \u0645\u0647\u0645\u0627\u0646<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0646\u0627\u0648\u0644 \u062f\u0631\u0627\u0633\u0629 \u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 arXiv \u062d\u0648\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0639\u0627\u0626\u062f \u0644\u0646\u0634\u0631 \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a (LLM) \u0645\u062d\u0644\u064a\u0627\u064b\u060c \u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0628\u064a\u0646 \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0638\u0627\u0645 \u0623\u0648 \u0634\u0631\u0627\u0626\u0647. \u062a\u0648\u0641\u0631 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0631\u0627\u062d\u0629 \u0648\u062a\u062c\u0646\u0628 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0631\u0623\u0633\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u0644\u0643\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u062a\u062a\u0631\u0627\u0643\u0645 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u062a\u0645\u062f \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u062a\u0638\u0644 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs) \u0623\u0643\u062b\u0631 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u062d\u062a\u0649 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0647\u062c\u064a\u0646\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0642\u0648\u0645 \u0628\u0639\u0636 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0628\u062a\u0637\u0628\u064a\u0642 \u0628\u0646\u0649 \u0647\u062c\u064a\u0646\u0629:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs) \u0644\u0633\u0639\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u0642\u0635\u0648\u0649 \u0648\u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u0632\u0627\u0626\u062f\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0643\u0628\u064a\u0631 \u0648\u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u062a\u0623\u062e\u064a\u0631<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u062d\u062a\u0641\u0638 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0645\u062d\u0644\u064a\u064b\u0627 \u0645\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0639\u0627\u0645\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0642\u0645 \u0628\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u064a\u0648\u0627\u0632\u0646 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0628\u064a\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0645\u0639 \u062a\u0648\u0641\u064a\u0631 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0648\u0627\u0642\u0639\u064a\u0629 \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0628\u0644\u063a \u0639\u0646\u0647\u0627<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0633\u0627\u0639\u062f \u0641\u0647\u0645 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0646\u0638\u0631\u064a\u0629\u060c \u0644\u0643\u0646 \u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u062a\u0643\u0634\u0641 \u0623\u064a\u0646 \u062a\u0644\u062a\u0642\u064a \u0627\u0644\u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0628\u0627\u0644\u0648\u0627\u0642\u0639.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0646\u0634\u0631 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0645\u062a\u0648\u0633\u0637<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0628\u062d\u0633\u0628 \u0645\u0646\u0627\u0642\u0634\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u060c \u0623\u0638\u0647\u0631\u062a \u062a\u062c\u0631\u0628\u0629 \u0623\u062d\u062f \u0627\u0644\u0641\u0631\u0642 \u0641\u064a \u0646\u0634\u0631 \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0623\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0628\u062f\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0625\u062f\u0627\u0631\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0635\u0627\u0639\u062f\u062a \u0628\u0633\u0631\u0639\u0629 \u0628\u0645\u062c\u0631\u062f \u062f\u062e\u0648\u0644 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0643\u062a\u0634\u0641 \u0627\u0644\u0641\u0631\u064a\u0642 \u0623\u0646 \u0646\u0634\u0631 \u0646\u0638\u0627\u0645\u0647\u0645 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0648\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0623\u062d\u0645\u0627\u0644 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0634\u0627\u0645\u0644\u0629. \u0648\u0645\u0627 \u0628\u062f\u0623 \u0628\u0628\u0636\u0639\u0629 \u0622\u0644\u0627\u0641 \u0645\u0646 \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0634\u0647\u0631\u064a\u064b\u0627 \u0633\u0631\u0639\u0627\u0646 \u0645\u0627 \u0627\u0642\u062a\u0631\u0628 \u0645\u0646 1 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u06484 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u064815000 \u062f\u0648\u0644\u0627\u0631 - \u0648\u0643\u0627\u0646 \u0630\u0644\u0643 \u0642\u0628\u0644 \u0623\u064a \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0623\u0648 \u062a\u0648\u0633\u0639 \u0643\u0628\u064a\u0631.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0624\u0633\u0633\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0628\u062d\u0633\u0628 \u062a\u0642\u0631\u064a\u0631 OpenAI \u0627\u0644\u0635\u0627\u062f\u0631 \u0641\u064a 17 \u062f\u064a\u0633\u0645\u0628\u0631 2025 \u062d\u0648\u0644 \u062a\u0628\u0646\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u0634\u0647\u062f\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u0634\u0631\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0632\u064a\u0627\u062f\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0648\u0648\u0641\u0642\u064b\u0627 \u0644\u062a\u0642\u0631\u064a\u0631 OpenAI \u0627\u0644\u0635\u0627\u062f\u0631 \u0641\u064a \u062f\u064a\u0633\u0645\u0628\u0631 2025 \u062d\u0648\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u0646\u0645\u0627 \u062d\u062c\u0645 \u0631\u0633\u0627\u0626\u0644 ChatGPT \u062b\u0645\u0627\u0646\u064a\u0629 \u0623\u0636\u0639\u0627\u0641 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0633\u0646\u0648\u064a\u060c \u0628\u064a\u0646\u0645\u0627 \u0632\u0627\u062f \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0631\u0645\u0648\u0632 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0644\u0643\u0644 \u0645\u0624\u0633\u0633\u0629 320 \u0636\u0639\u0641\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u064a\u0631 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0625\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0633\u062a\u0645\u0631\u0629 \u0643\u0628\u064a\u0631\u0629 \u0633\u0648\u0627\u0621\u064b \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0645\u062e\u0635\u0635\u0629 \u0623\u0648 \u062e\u062f\u0645\u0627\u062a \u062a\u062c\u0627\u0631\u064a\u0629. \u0648\u0642\u062f \u0648\u062c\u062f\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u0634\u0647\u062f\u062a &quot;\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0645\u0644\u0645\u0648\u0633\u0629 \u0648\u062a\u0623\u062b\u064a\u0631\u064b\u0627 \u062a\u062c\u0627\u0631\u064a\u064b\u0627 \u0645\u0644\u0645\u0648\u0633\u064b\u0627&quot; \u0623\u0646 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0643\u0627\u0646 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\u0645\u0646 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a LLM \u0623\u0648 \u062a\u062a\u062f\u0627\u062e\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u064a\u0645\u0643\u0646 \u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u062a\u0644\u0628\u064a\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0627\u0628\u0642\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0625\u0639\u0627\u062f\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a. \u0648\u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 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286px) 100vw, 286px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0623\u0646\u0634\u0626 \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0642\u0627\u0646\u0648\u0646 \u0645\u062e\u0635\u0635\u064b\u0627 \u062f\u0648\u0646 \u062a\u0631\u0643 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u062a\u0632\u0627\u064a\u062f \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639.<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0646\u0627\u062f\u0631\u0627\u064b \u0645\u0627 \u062a\u0635\u0628\u062d \u0645\u0634\u0627\u0631\u064a\u0639 LLM \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0645\u0643\u0644\u0641\u0629 \u0628\u064a\u0646 \u0639\u0634\u064a\u0629 \u0648\u0636\u062d\u0627\u0647\u0627 - \u062a\u062a\u0631\u0627\u0643\u0645 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 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\u062d\u062f\u0648\u062f \u0648\u0627\u0636\u062d\u0629 \u0623\u0648 \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0648\u0633\u0639 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0637\u0648\u064a\u0631. \u0625\u0646 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0646\u0638\u0627\u0645 \u0645\u0639 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u064a\u062c\u0639\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0628\u0646\u0627\u0621 \u0648\u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a \u0623\u0643\u062b\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0646\u0628\u0624. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0646\u0638\u0627\u0645 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https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/image2-6-300x170.avif 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/image2-6-1024x579.avif 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/image2-6-768x435.avif 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/04\/image2-6-18x10.avif 18w\" sizes=\"(max-width: 1336px) 100vw, 1336px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0648\u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0637\u0648\u0631 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0628\u0633\u0631\u0639\u0629. \u0648\u062a\u0624\u062b\u0631 \u0639\u062f\u0629 \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0639\u0644\u0649 \u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0641\u064a \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u062d\u0633\u0651\u0646 \u0628\u0646\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629. \u0648\u0648\u0641\u0642\u064b\u0627 \u0644\u062a\u062d\u0644\u064a\u0644 \u0633\u0648\u0642 RISC-V \u0627\u0644\u0645\u0646\u0634\u0648\u0631 \u0639\u0627\u0645 2025\u060c \u0628\u0644\u063a\u062a \u0642\u064a\u0645\u0629 \u0633\u0648\u0642 \u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 261.4 \u0645\u0644\u064a\u0627\u0631 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0641\u064a \u0639\u0627\u0645 2025\u060c \u0648\u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u064a\u0646\u0645\u0648 \u0628\u0645\u0639\u062f\u0644 \u0646\u0645\u0648 \u0633\u0646\u0648\u064a \u0645\u0631\u0643\u0628 \u0642\u062f\u0631\u0647 8.11 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u064a\u0635\u0644 \u0625\u0644\u0649 385.4 \u0645\u0644\u064a\u0627\u0631 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0628\u062d\u0644\u0648\u0644 \u0639\u0627\u0645 2030.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0624\u062f\u064a \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648 \u0625\u0644\u0649 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629 \u0648\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a. \u0648\u0642\u062f \u064a\u064f\u0624\u062f\u064a \u0638\u0647\u0648\u0631 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 RISC-V \u0643\u0628\u0646\u064a\u0629 \u0623\u0635\u0644\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0625\u0644\u0649 \u062a\u063a\u064a\u064a\u0631 \u0647\u064a\u0645\u0646\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u064f\u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629 \u0648\u0627\u0644\u062a\u062e\u0635\u0635.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0633\u062a\u0645\u0631 \u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0625\u0646\u062a\u0627\u062c \u0628\u0646\u0649 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0645\u062a\u0637\u0648\u0631\u0629. \u0648\u062a\u0633\u0627\u0647\u0645 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0641\u064a \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647\u060c \u0648\u0623\u0633\u0627\u0644\u064a\u0628 \u0645\u0632\u064a\u062c \u0627\u0644\u062e\u0628\u0631\u0627\u0621\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0641\u0631\u0642\u0629 \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0645\u0645\u0627\u062b\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0641\u064a\u062f \u0647\u0630\u0647 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u062e\u0641\u0636 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u062e\u0628\u0631\u0629 \u0644\u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0636\u063a\u0648\u0637 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0648\u0636\u063a\u0648\u0637 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0642\u062f \u064a\u0624\u062f\u064a \u062a\u0632\u0627\u064a\u062f \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0644\u0627 \u0633\u064a\u0645\u0627 \u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u064a\u0632 \u0648\u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629\u060c \u0625\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u062c\u062f\u0648\u0649 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0646\u062d\u0648 \u0646\u0634\u0631 \u0627\u0644\u062d\u0644\u0648\u0644 \u0645\u062d\u0644\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u062a\u0646\u0638\u064a\u0645. \u0648\u0642\u062f \u062a\u062c\u0639\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0623\u0643\u062b\u0631 \u062c\u0627\u0630\u0628\u064a\u0629 \u0646\u0633\u0628\u064a\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0633\u0648\u0642<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0628\u062d\u0633\u0628 \u062a\u0642\u0631\u064a\u0631 OpenAI \u0627\u0644\u0635\u0627\u062f\u0631 \u0641\u064a \u062f\u064a\u0633\u0645\u0628\u0631 2025 \u062d\u0648\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u0646\u0645\u0627 \u062d\u062c\u0645 \u0631\u0633\u0627\u0626\u0644 ChatGPT \u062b\u0645\u0627\u0646\u064a\u0629 \u0623\u0636\u0639\u0627\u0641 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0633\u0646\u0648\u064a\u060c \u0645\u0639 \u0632\u064a\u0627\u062f\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0628\u0645\u0642\u062f\u0627\u0631 320 \u0636\u0639\u0641\u064b\u0627 \u0644\u0643\u0644 \u0645\u0624\u0633\u0633\u0629. \u064a\u0634\u064a\u0631 \u0647\u0630\u0627 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0625\u0644\u0649 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0646\u062f\u0645\u0627\u062c \u0627\u0644\u0633\u0648\u0642 \u062d\u0648\u0644 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0645\u0632\u0648\u062f\u064a \u0627\u0644\u062e\u062f\u0645\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0632\u0648\u062f\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0648\u062d\u062f\u064a\u0646 \u064a\u062e\u0644\u0642 \u0645\u062e\u0627\u0637\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0642\u062f \u062a\u0628\u0631\u0631 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0643\u062a\u062d\u0648\u0637 \u0636\u062f 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\u0628\u064a\u0646 $20K \u0648$100K \u062d\u0633\u0628 \u062f\u0631\u062c\u0629 \u0627\u0644\u062a\u0639\u0642\u064a\u062f. \u062a\u0634\u064a\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0625\u0644\u0649 \u0623\u0646 \u062a\u0634\u063a\u064a\u0644 \u0639\u0645\u0644\u064a\u0629 \u0636\u0628\u0637 \u062f\u0642\u064a\u0642 \u0644\u0645\u062f\u0629 7 \u0633\u0627\u0639\u0627\u062a \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 T4 \u0648\u0627\u062d\u062f\u0629 \u064a\u0643\u0644\u0641 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 $2.50 \u0625\u0644\u0649 $3.50 \u0645\u0646 \u062d\u064a\u062b \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629. \u0648\u062a\u064f\u0642\u0644\u0644 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 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400;\">\u0642\u064a\u0651\u0645 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0628\u0648\u0627\u0642\u0639\u064a\u0629. \u064a\u062a\u0637\u0644\u0628 \u0628\u0646\u0627\u0621 \u0648\u062a\u0634\u063a\u064a\u0644 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u062e\u0628\u0631\u0629 \u0645\u062a\u062e\u0635\u0635\u0629. \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\/\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u062d\u062f\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0641\u064a 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\u0627\u0644\u0623\u0642\u0644\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0643\u0628\u064a\u0631\u0629. \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0644\u062a\u0632\u0645 \u0628\u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0645\u062e\u0635\u0635\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0623\u0646 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0643\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0637\u0648\u064a\u0644 \u0627\u0644\u0623\u062c\u0644 \u0645\u0639 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631. \u0623\u0645\u0627 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u062c\u0632\u0626\u064a\u0629 \u0641\u062a\u0624\u062f\u064a \u0625\u0644\u0649 \u0625\u062e\u0641\u0627\u0642\u0627\u062a \u0645\u0643\u0644\u0641\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0647\u0644 \u0623\u0646\u062a \u0645\u0633\u062a\u0639\u062f \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0646\u0634\u0631 \u062a\u0642\u0646\u064a\u0629 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0645\u0646\u062a\u062c (LLM) \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u062f\u062f\u0629\u061f \u0642\u064a\u0651\u0645 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0646\u0647\u062c\u064a\u060c \u0648\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u0635\u063a\u0631\u0629\u060c \u0648\u0648\u0633\u0651\u0639 \u0646\u0637\u0627\u0642 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627 \u0645\u0639 \u0627\u062a\u0636\u0627\u062d \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u0642\u064a\u0645\u0629. \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0642\u0648\u064a\u0629\u060c \u0644\u0643\u0646 \u0627\u0644\u0646\u062c\u0627\u062d \u064a\u062a\u0637\u0644\u0628 \u0645\u0648\u0627\u0621\u0645\u0629 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0646\u0634\u0631 \u0645\u0639 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0629.<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Quick Summary: Building a custom LLM costs between $125K\u2013$12M annually depending on model size, infrastructure choices, and deployment scale. Smaller models (32B parameters) on cloud instances run around $50K\/year, while enterprise deployments of 70B+ models can exceed $287K annually just for hosting. Training from scratch adds millions in GPU costs, data preparation, and engineering resources\u2014making [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":35441,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35440","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Cost of Building a Custom LLM in 2026: Real Numbers<\/title>\n<meta name=\"description\" content=\"Building a custom LLM costs $125K-$12M yearly. 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