{"id":35280,"date":"2026-03-16T15:24:55","date_gmt":"2026-03-16T15:24:55","guid":{"rendered":"https:\/\/aisuperior.com\/?p=35280"},"modified":"2026-03-16T15:24:55","modified_gmt":"2026-03-16T15:24:55","slug":"monitor-llm-app-cost","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/monitor-llm-app-cost\/","title":{"rendered":"\u0645\u0631\u0627\u0642\u0628\u0629 \u062a\u0643\u0644\u0641\u0629 \u062a\u0637\u0628\u064a\u0642 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646: \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0644\u0639\u0627\u0645 2026"},"content":{"rendered":"<p><b>\u0645\u0644\u062e\u0635 \u0633\u0631\u064a\u0639:<\/b><span style=\"font-weight: 400;\"> \u062a\u062a\u0637\u0644\u0628 \u0645\u0631\u0627\u0642\u0628\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0625\u062f\u0627\u0631\u0629 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\u0648\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062e\u062a\u0644\u0641 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u062e\u062a\u0644\u0627\u0641\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 (\u064a\u0643\u0644\u0641 Amazon Nova Micro $0.000035 \u0644\u0643\u0644 1000 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644 \u0648$0.00014 \u0644\u0643\u0644 1000 \u0631\u0645\u0632 \u0625\u062e\u0631\u0627\u062c \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u064b\u0627 \u0628\u0623\u0633\u0639\u0627\u0631 \u0623\u0639\u0644\u0649).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0624\u062f\u064a \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0644\u0644\u0648\u0643\u064a\u0644 \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0643\u0627\u0644\u0645\u0627\u062a LLM \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0646\u0627\u062f\u0631\u0627\u064b \u0645\u0627 \u062a\u062a\u0637\u0627\u0628\u0642 \u0623\u0646\u0645\u0627\u0637 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0645\u0639 \u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0646\u0645\u064a\u0629<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0628\u0635\u0631\u0627\u062d\u0629: \u0644\u0627 \u062a\u0643\u062a\u0634\u0641 \u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642 \u0648\u062c\u0648\u062f \u0645\u0634\u0643\u0644\u0629 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0625\u0644\u0627 \u0628\u0639\u062f \u062a\u0643\u0628\u0651\u062f\u0647\u0627 \u0622\u0644\u0627\u0641 \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0645\u0646 \u0627\u0644\u0646\u0641\u0642\u0627\u062a. \u064a\u0645\u0646\u0639 \u0627\u0644\u0631\u0635\u062f \u0627\u0644\u0627\u0633\u062a\u0628\u0627\u0642\u064a \u062d\u062f\u0648\u062b \u0647\u0630\u0627 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u062a\u0645\u0627\u0645\u064b\u0627.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0641\u0647\u0645 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0627\u0644\u0631\u0645\u0648\u0632<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u064a\u062a\u0645 \u062a\u0648\u062d\u064a\u062f \u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0648 \u0645\u0642\u062f\u0645\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a. \u0648\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u062c\u062f\u0648\u0649 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u0630\u064a \u064a\u062f\u0639\u0645 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0648\u0643\u064a\u0641\u064a\u0629 \u0647\u064a\u0643\u0644\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0636\u062d \u0648\u062b\u0627\u0626\u0642 OpenAI \u0623\u0646 \u0631\u0645\u0648\u0632 \u0627\u0644\u0635\u0648\u062a \u0641\u064a \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u062a\u064f\u062d\u0633\u0628 \u0628\u0631\u0645\u0632 \u0648\u0627\u062d\u062f \u0644\u0643\u0644 100 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u062a\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0631\u0645\u0632\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627 \u0644\u0643\u0644 50 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629. \u0647\u0630\u0647 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0645\u0647\u0645\u0629 \u0639\u0646\u062f \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0636\u062d \u0646\u0645\u0627\u0630\u062c Amazon Nova \u0646\u0637\u0627\u0642 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0628\u0648\u0636\u0648\u062d. \u0643\u0645\u0627 \u0647\u0648 \u0645\u0648\u062b\u0642 \u0641\u064a \u0645\u0648\u0627\u062f AWS \u0627\u0644\u0635\u0627\u062f\u0631\u0629 \u0641\u064a \u064a\u0648\u0646\u064a\u0648 2025:<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u0646\u0645\u0648\u0630\u062c<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0631\u0645\u0648\u0632 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 (\u0644\u0643\u0644 1000)<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 (\u0644\u0643\u0644 1000)<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0623\u0645\u0627\u0632\u0648\u0646 \u0646\u0648\u0641\u0627 \u0645\u0627\u064a\u0643\u0631\u0648<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$0.000035<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$0.00014<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0646\u0648\u0641\u0627 \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u0627\u064b<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0639\u062f\u0644\u0627\u062a \u0623\u0639\u0644\u0649<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u062d\u062c\u0645<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-weight: 400;\">\u0644\u064a\u0633 \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u0627\u064b \u0636\u0631\u0648\u0631\u064a\u0627\u064b \u0644\u0643\u0644 \u0645\u0647\u0645\u0629. \u0641\u0645\u0648\u0627\u0621\u0645\u0629 \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u062a\u0639\u0642\u064a\u062f \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0645\u0646\u0635\u0629 Anthropic \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u064a \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0645\u0624\u0633\u0633\u064a. \u0648\u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0641\u0631\u0642 \u0628\u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0648\u0623\u0646\u0638\u0645\u0629 \u062a\u062d\u0643\u0645 \u0622\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone  wp-image-26755\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1.png\" alt=\"\" width=\"302\" height=\"81\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1.png 4000w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-300x81.png 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-1024x275.png 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-768x207.png 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-1536x413.png 1536w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-2048x551.png 2048w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-18x5.png 18w\" sizes=\"(max-width: 302px) 100vw, 302px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u062a\u0637\u0628\u064a\u0642 \u0623\u0646\u0638\u0645\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0637\u0644\u0628 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0645\u0631\u0627\u0642\u0628\u0629 \u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a.<\/span><\/p>\n<p><a href=\"https:\/\/aisuperior.com\/ar\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">\u0645\u062a\u0641\u0648\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/a><span style=\"font-weight: 400;\"> \u064a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0639\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 LLM \u0628\u0643\u0641\u0627\u0621\u0629 \u0623\u0643\u0628\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0642\u062f \u062a\u0634\u0645\u0644 \u0623\u0639\u0645\u0627\u0644\u0647\u0645 \u0627\u0644\u062a\u0637\u0648\u064a\u0631\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;\">\u0623\u0646\u0638\u0645\u0629 \u062a\u062a\u0628\u0639 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/aisuperior.com\/ar\/contact\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">\u0645\u062a\u0641\u0648\u0642\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/span><\/a><span style=\"font-weight: 400;\"> \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0641\u0631\u0642 \u0639\u0644\u0649 \u0646\u0642\u0644 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0645\u0646 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a \u0625\u0644\u0649 \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u0633\u062a\u0642\u0631\u0629.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u0631\u0627\u0642\u0628 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0623\u0628\u0639\u0627\u062f\u064b\u0627 \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0622\u0646 \u0648\u0627\u062d\u062f. \u0648\u0644\u0627 \u064a\u0643\u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0648\u062d\u062f\u0647 \u0644\u0633\u0631\u062f \u0627\u0644\u0642\u0635\u0629 \u0643\u0627\u0645\u0644\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u062a\u0628\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0646\u062a\u062c \u0643\u0644 \u0637\u0644\u0628 \u0631\u0645\u0648\u0632 \u0625\u062f\u062e\u0627\u0644 \u0648\u0625\u062e\u0631\u0627\u062c. \u062a\u062d\u062a\u0627\u062c \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0642\u0627\u0637 \u0643\u0644\u0627 \u0627\u0644\u0628\u064f\u0639\u062f\u064a\u0646 \u0648\u0646\u0633\u0628\u062a\u0647\u0645\u0627 \u0625\u0644\u0649 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0623\u0648 \u0645\u064a\u0632\u0627\u062a \u0623\u0648 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u062d\u062f\u062f\u064a\u0646.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0639\u062a\u0645\u062f \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u062f\u062e\u0644\u0629 \u0639\u0644\u0649 \u062e\u064a\u0627\u0631\u0627\u062a \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a. \u062a\u0624\u062f\u064a \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0637\u0648\u0644\u0629 \u0623\u0648 \u062d\u0642\u0646 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0641\u0631\u0637 \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u062a\u0643\u0644\u0641\u0629 \u0643\u0644 \u0637\u0644\u0628. \u062a\u062e\u062a\u0644\u0641 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u062e\u0631\u062c\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062b\u0644 \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0648\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u0631\u0645\u0648\u0632.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0634\u064a\u0631 \u0648\u062b\u0627\u0626\u0642 Apigee \u0645\u0646 \u062c\u0648\u062c\u0644 \u0625\u0644\u0649 \u0623\u0646 \u0633\u064a\u0627\u0633\u0627\u062a \u0631\u0645\u0648\u0632 LLM \u062a\u064f\u0639\u062f\u0651 \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u060c \u062d\u064a\u062b \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0644\u0641\u0631\u0636 \u062d\u062f\u0648\u062f \u0648\u062a\u0648\u0641\u064a\u0631 \u0645\u0631\u0627\u0642\u0628\u0629 \u0641\u0648\u0631\u064a\u0629. \u0648\u062a\u062a\u064a\u062d \u0627\u0644\u0645\u0646\u0635\u0629 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\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 6.76 \u064832.24 \u062b\u0627\u0646\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0631\u0645\u0632 \u0627\u0644\u0625\u062e\u0631\u0627\u062c. \u064a\u0633\u0627\u0639\u062f \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0641\u064a \u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0633\u0639\u0629.<\/span><\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-35282 size-full\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-19.webp\" alt=\"\u062a\u0639\u0645\u0644 \u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u0639\u064b\u0627 \u0644\u062a\u0648\u0641\u064a\u0631 \u0631\u0624\u064a\u0629 \u0634\u0627\u0645\u0644\u0629 \u0644\u0644\u062a\u0643\u0627\u0644\u064a\u0641.\" width=\"1405\" height=\"672\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-19.webp 1405w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-19-300x143.webp 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-19-1024x490.webp 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-19-768x367.webp 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-19-18x9.webp 18w\" sizes=\"(max-width: 1405px) 100vw, 1405px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0623\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0628\u0631\u0632\u062a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0643\u0642\u0627\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0645\u0646\u062a\u062c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641. \u0648\u0644\u0643\u0644 \u0645\u0646\u0647\u0627 \u0646\u0642\u0627\u0637 \u0642\u0648\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u0634\u0631 \u0648\u0646\u0638\u0627\u0645 \u0645\u0632\u0648\u062f\u064a \u0627\u0644\u062e\u062f\u0645\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 Datadog LLM<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0643\u0627\u0645\u0644 \u0645\u0646\u0635\u0629 Datadog \u0645\u0639 \u0645\u0632\u0648\u062f\u064a \u062e\u062f\u0645\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u064a\u0646\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 OpenAI \u0648Anthropic \u0648Amazon Bedrock\u060c \u0643\u0645\u0627 \u0647\u0648 \u0645\u0648\u062b\u0642 \u0641\u064a \u0645\u0648\u0627\u062f \u0634\u0631\u0627\u0643\u0629 AWS. \u0648\u062a\u0634\u0631\u062d \u0648\u062b\u0627\u0626\u0642 AWS \u0627\u0644\u0635\u0627\u062f\u0631\u0629 \u0641\u064a \u064a\u0648\u0644\u064a\u0648 2025 (\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0628\u0646\u064a\u064a\u0646 \u0639\u0644\u0649 Amazon Bedrock \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u064a\u0632\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 Datadog \u0644\u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u062a\u0639\u0644\u0645) \u0643\u064a\u0641\u064a\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 Datadog \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u0628\u0646\u064a\u064a\u0646 \u0639\u0644\u0649 Bedrock \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0646\u0635\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0648\u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0639\u0628\u0631 \u062c\u0645\u064a\u0639 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a LLM \u0641\u064a \u0644\u0648\u062d\u0629 \u062a\u062d\u0643\u0645 \u0645\u0631\u0643\u0632\u064a\u0629. \u0648\u062a\u064f\u0633\u062c\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062a\u0628\u0639 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062e\u0637\u0648\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u064f\u0638\u0647\u0631 \u0643\u064a\u0641\u064a\u0629 \u062a\u0631\u0627\u0643\u0645 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0639\u0628\u0631 \u0633\u0644\u0627\u0633\u0644 \u0645\u0639\u0642\u062f\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u0645\u0644 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u062a\u062d\u062f\u064a\u062f \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629. \u0648\u064a\u0645\u0643\u0646 \u0644\u0644\u0641\u0631\u0642 \u0636\u0628\u0637 \u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0648\u062a\u0635\u0648\u0631 \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062e\u062a\u0644\u0641 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0645\u0639 \u062a\u0648\u0641\u0631 \u062e\u0637\u0637 \u0645\u0624\u0633\u0633\u064a\u0629 \u0645\u062e\u0635\u0635\u0629 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0644\u0627\u0646\u063a\u0641\u0648\u0633<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 Langfuse \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (LLM) \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0639 \u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629. \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0646\u0635\u0629 \u0639\u0631\u0648\u0636\u064b\u0627 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u062a\u0631\u0628\u0637 \u0637\u0644\u0628\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0641\u0647\u0645 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0645\u064a\u0632 Langfuse \u0628\u0642\u062f\u0631\u062a\u0647\u0627 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0639\u0644\u0649 \u0645\u0631\u0627\u0642\u0628\u0629 \u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0648\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621. \u064a\u064f\u0638\u0647\u0631 \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0647\u0631\u0645\u064a \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a LLM\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0646\u0633\u0628 \u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0625\u0644\u0649 \u0645\u0633\u0627\u0631\u0627\u062a \u0623\u0648 \u062c\u0644\u0633\u0627\u062a \u0645\u062d\u062f\u062f\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0628\u0631\u0632 \u0645\u0646\u0627\u0642\u0634\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0623\u0646\u0647 \u0641\u064a \u062d\u064a\u0646 \u064a\u0648\u0641\u0631 \u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u062a\u062d\u0643\u0645\u064b\u0627 \u0643\u0627\u0645\u0644\u0627\u064b\u060c \u0641\u0625\u0646 \u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u064a\u0628\u062f\u0623 \u0645\u0646 $29 \u0634\u0647\u0631\u064a\u064b\u0627 \u0645\u0639 \u062a\u0633\u0639\u064a\u0631 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u064a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u0645\u0639 \u062a\u0648\u0641\u0631 \u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0623\u062f\u0648\u0627\u062a \u0623\u0645\u0627\u0632\u0648\u0646 \u0628\u064a\u062f\u0631\u0648\u0643 \u0627\u0644\u0623\u0635\u0644\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0642\u0627\u0645\u062a AWS \u0628\u062a\u0636\u0645\u064a\u0646 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0641\u064a Bedrock. \u0648\u062a\u0635\u0641 \u0648\u062b\u0627\u0626\u0642 \u0623\u0643\u062a\u0648\u0628\u0631 2025 \u0646\u0638\u0627\u0645\u064b\u0627 \u0627\u0633\u062a\u0628\u0627\u0642\u064a\u064b\u0627 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u064a\u062a\u062c\u0627\u0648\u0632 \u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u062d\u0627\u0641\u0638 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u062a\u0646\u0641\u064a\u0630 \u0645\u062a\u0633\u0642\u0629 \u0623\u062b\u0646\u0627\u0621 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u062f\u062f \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0641\u0627\u0648\u062a\u0629 (\u0645\u0646 6.76 \u0625\u0644\u0649 32.24 \u062b\u0627\u0646\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0631\u0645\u0632 \u0627\u0644\u0625\u062e\u0631\u0627\u062c). \u0647\u0630\u0627 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u0635\u0644\u064a \u064a\u0639\u0646\u064a \u0639\u062f\u0645 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0646\u0635\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0623\u062d\u0645\u0627\u0644 \u0639\u0645\u0644 Bedrock.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0624\u0643\u062f \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u0631\u0634\u064a\u062f \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0648\u062b\u0642\u0629 \u0641\u064a \u064a\u0648\u0646\u064a\u0648 2025 \u0639\u0644\u0649 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0637\u0631\u0627\u0632 \u0643\u0639\u0627\u0645\u0644 \u0623\u0633\u0627\u0633\u064a. \u0625\u0630 \u064a\u064f\u0645\u0643\u0646 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0637\u0631\u0627\u0632 \u0646\u0648\u0641\u0627 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0623\u0646 \u064a\u064f\u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u062f\u0648\u0646 \u0627\u0644\u0645\u0633\u0627\u0633 \u0628\u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0623\u062f\u0648\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0646 OpenAI<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 OpenAI \u062a\u062a\u0628\u0639\u064b\u0627 \u0623\u0635\u0644\u064a\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0628\u0631 \u0644\u0648\u062d\u0629 \u062a\u062d\u0643\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u064a \u0639\u0628\u0631 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u062a\u0634\u0631\u062d \u0648\u062b\u0627\u0626\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u062a\u0631\u0627\u0643\u0645 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0639\u0628\u0631 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0648\u0633\u0627\u0626\u0637: \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0627\u0644\u0635\u0648\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062e\u062a\u0644\u0641 \u062d\u0633\u0627\u0628\u0627\u062a \u0631\u0645\u0648\u0632 \u0627\u0644\u0635\u0648\u062a \u0628\u0627\u062e\u062a\u0644\u0627\u0641 \u0646\u0648\u0639 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 (\u0631\u0645\u0632 \u0648\u0627\u062d\u062f \u0644\u0643\u0644 100 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0648\u0631\u0645\u0632 \u0648\u0627\u062d\u062f \u0644\u0643\u0644 50 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0645\u0633\u0627\u0639\u062f). \u0625\u0646 \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0641\u0631\u0648\u0642\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u064a\u0645\u0646\u0639 \u062d\u062f\u0648\u062b \u0631\u0633\u0648\u0645 \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062f\u0639\u0645 \u0627\u0644\u0635\u0648\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0646\u0635\u0629 \u062d\u062f\u0648\u062f\u064b\u0627 \u0644\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0648\u0639\u062a\u0628\u0627\u062a \u0644\u0644\u0625\u0634\u0639\u0627\u0631\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0648\u064a\u0646 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0648\u0627\u0644\u0645\u0634\u0631\u0648\u0639.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u062a\u064a\u062d \u0646\u0647\u062c \u0623\u0646\u062b\u0631\u0648\u0628\u064a\u0643 \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u064a \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u0635\u0635\u0629. \u0648\u0647\u0630\u0627 \u064a\u064f\u0645\u0643\u0651\u0646 \u0645\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0643\u0627\u0645\u0644 \u0645\u062e\u0635\u0635\u0629 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u062f\u0648\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0636\u062d \u0648\u062b\u0627\u0626\u0642 Claude Code \u0645\u0646 Anthropic \u0623\u0646 \u0627\u0644\u0623\u0645\u0631 \/cost \u064a\u0648\u0641\u0631 \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0645\u0641\u0635\u0644\u0629 \u0639\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 (\u0645\u062b\u0627\u0644: $0.55)\u060c \u0648\u0645\u062f\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629. \u062a\u0633\u0627\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u062a\u064a \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0645.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u064a\u062d \u0622\u0644\u064a\u0627\u062a \u062a\u062d\u062f\u064a\u062f \u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0641\u0631\u064a\u0642 \u0644\u0644\u0645\u0633\u0624\u0648\u0644\u064a\u0646 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0629.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u062d\u0644\u0648\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u0623\u0635\u0644\u064a\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0642\u0627\u0645 \u0645\u0632\u0648\u062f\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0648\u0646 \u0628\u062f\u0645\u062c \u0645\u0631\u0627\u0642\u0628\u0629 \u062a\u0643\u0644\u0641\u0629 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0645\u0646\u062a\u062c \u0641\u064a \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0648\u0633\u0639 \u0646\u0637\u0627\u0642\u0627\u064b \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Azure Monitor<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u062a\u062f \u0646\u0638\u0627\u0645 \u0645\u0631\u0627\u0642\u0628\u0629 Azure \u0644\u064a\u0634\u0645\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0646\u0634\u0631 \u062e\u062f\u0645\u0629 Azure OpenAI. \u062a\u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0646\u0635\u0629 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0648\u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0639\u0628\u0631 \u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0648\u0641\u0631 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0625\u062f\u0627\u0631\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 Azure \u0631\u0624\u064a\u0629 \u0645\u0648\u062d\u062f\u0629 \u0644\u0643\u0644 \u0645\u0646 \u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0641\u0647\u0645 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062c\u0648\u062c\u0644 \u0643\u0644\u0627\u0648\u062f \u0648\u0623\u0628\u064a\u062c\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u062a\u0645\u062f \u062c\u0648\u062c\u0644 \u0641\u064a \u0646\u0647\u062c\u0647\u0627 \u0639\u0644\u0649 \u0633\u064a\u0627\u0633\u0627\u062a \u0631\u0645\u0648\u0632 Apigee LLM \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641. \u0648\u062a\u0641\u0631\u0636 \u0647\u0630\u0647 \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u062d\u062f\u0648\u062f\u064b\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0648\u062a\u0648\u0641\u0631 \u0645\u0631\u0627\u0642\u0628\u0629 \u0641\u0648\u0631\u064a\u0629 \u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0636\u062d \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0643\u064a\u0641\u064a\u0629 \u062a\u0637\u0628\u064a\u0642 \u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0644 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a\u060c \u0645\u062b\u0644 1000 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632 \u0641\u064a \u0627\u0644\u062f\u0642\u064a\u0642\u0629\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u064a\u0627\u0633\u0627\u062a PromptTokenLimit. \u0648\u0647\u0630\u0627 \u064a\u0645\u0646\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u0627\u0647\u0638\u0629 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639\u0627\u062a \u0627\u0644\u0645\u0641\u0627\u062c\u0626\u0629 \u0641\u064a \u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0639\u0646\u0627\u0642<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0638\u0647\u0631 \u0623\u0633\u0639\u0627\u0631 Hugging Face \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0641\u064a \u064a\u0646\u0627\u064a\u0631 2026 \u0646\u0637\u0627\u0642\u064b\u0627 \u0648\u0627\u0633\u0639\u064b\u0627 \u0645\u0646 \u0627\u0644\u062e\u062f\u0645\u0627\u062a\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0627\u0644\u0628\u0627\u0642\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0635\u0648\u0644\u064b\u0627 \u0625\u0644\u0649 \u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a. \u0648\u062a\u064f\u062d\u062a\u0633\u0628 \u062a\u0643\u0644\u0641\u0629 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0648\u0642\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0645\u0636\u0631\u0648\u0628\u064b\u0627 \u0641\u064a \u0633\u0639\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0624\u062f\u064a \u0637\u0644\u0628 \u064a\u0633\u062a\u063a\u0631\u0642 10 \u062b\u0648\u0627\u0646\u064d \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 (GPU) \u0628\u062a\u0643\u0644\u0641\u0629 $0.00012 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0625\u0644\u0649 \u0641\u0631\u0636 \u0631\u0633\u0648\u0645 \u0642\u062f\u0631\u0647\u0627 $0.0012\u060c \u0643\u0645\u0627 \u0647\u0648 \u0645\u0648\u062b\u0642 \u0641\u064a \u0623\u062f\u0644\u0629 \u062a\u0633\u0639\u064a\u0631 Hugging Face. \u064a\u062e\u062a\u0644\u0641 \u0641\u0647\u0645 \u0646\u0645\u0648\u0630\u062c \u0648\u0642\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0647\u0630\u0627 \u0639\u0646 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u064a\u062a\u0637\u0644\u0628 \u0623\u0633\u0627\u0644\u064a\u0628 \u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u062e\u062a\u0644\u0641\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0646\u0635\u0629 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0648\u0636\u062d \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0648\u0633\u0628\u0629\u060c \u0644\u0643\u0646 \u0645\u0646\u0627\u0642\u0634\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0645\u0646\u0630 \u0623\u0628\u0631\u064a\u0644 2025 \u062a\u0643\u0634\u0641 \u0639\u0646 \u0648\u062c\u0648\u062f \u0627\u0644\u062a\u0628\u0627\u0633 \u062d\u0648\u0644 \u062a\u0631\u062c\u0645\u0629 \u0648\u0642\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0625\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u062f\u0642\u064a\u0642\u0629. \u0645\u0646 \u0634\u0623\u0646 \u062a\u0648\u062b\u064a\u0642 \u0623\u0641\u0636\u0644 \u0644\u0645\u0639\u0627\u062f\u0644\u0629 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062d\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u0645\u0646\u0635\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0633\u0639\u064a\u0631<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062f\u0627\u062a\u0627\u062f\u0648\u063a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u0648\u062d\u062f\u0629\u060c \u0648\u062a\u062a\u0628\u0639\u0627\u062a\u060c \u0648\u062a\u0646\u0628\u064a\u0647\u0627\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0628\u064a\u0626\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u0642\u062f\u0645\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0644\u0627\u0646\u063a\u0641\u0648\u0633<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0629 \u0645\u062c\u0627\u0646\u064a\u0629\u060c \u0633\u062d\u0627\u0628\u0629 $29+<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u062a\u0628\u0639 \u0627\u0644\u062c\u0644\u0633\u0627\u062a\u060c \u0648\u0627\u0644\u0622\u062b\u0627\u0631 \u0627\u0644\u0647\u0631\u0645\u064a\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u0641\u0636\u064a\u0644 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">AWS Bedrock<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0634\u0645\u0648\u0644\u0629 \u0641\u064a \u0627\u0644\u062e\u062f\u0645\u0629<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u0635\u0644\u064a\u060c \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0637\u0644\u0628<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0639\u0644\u0649 AWS<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">OpenAI Native<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0634\u0645\u0648\u0644<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0644\u0648\u062d\u0629 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062d\u0635\u0631\u064a\u0629 \u0645\u0646 OpenAI<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u0646\u062b\u0631\u0648\u0628\u064a\u0643<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0645\u0634\u0645\u0648\u0644<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0644\u0644\u0628\u0631\u0646\u0627\u0645\u062c<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0643\u0644\u0648\u062f<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u062d\u062f\u062f \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0634\u0627\u0643\u0644\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0639\u0627\u0644\u062c\u0647\u0627 \u0627\u0644\u062a\u062d\u0633\u064a\u0646. \u0648\u062a\u064f\u0633\u0627\u0647\u0645 \u0639\u062f\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0641\u064a \u062e\u0641\u0636 \u062a\u0643\u0627\u0644\u064a\u0641 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0645\u0646\u062a\u062c \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u062f\u0648\u0646 \u0627\u0644\u0645\u0633\u0627\u0633 \u0628\u0627\u0644\u0648\u0638\u0627\u0626\u0641.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0642\u0644\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0632\u0629 \u0645\u0646 \u0639\u062f\u062f \u0631\u0645\u0648\u0632 \u0627\u0644\u0625\u062f\u062e\u0627\u0644. \u062a\u064f\u0634\u064a\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0625\u0644\u0649 \u0623\u0646 \u0627\u0644\u0643\u0648\u062f \u063a\u064a\u0631 \u0627\u0644\u0645\u064f\u062a\u0642\u0646 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631 \u0644\u0644\u0631\u0645\u0648\u0632 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0646\u0638\u064a\u0641\u060c \u062d\u064a\u062b \u064a\u0628\u0644\u063a \u0645\u062a\u0648\u0633\u0637 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632 28.13 \u0644\u0644\u0643\u0648\u062f \u0627\u0644\u0646\u0638\u064a\u0641 \u0645\u0642\u0627\u0628\u0644 33.30 \u0644\u0644\u0643\u0648\u062f \u063a\u064a\u0631 \u0627\u0644\u0645\u064f\u062a\u0642\u0646.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0624\u062f\u064a \u062d\u0630\u0641 \u0627\u0644\u0633\u064a\u0627\u0642 \u063a\u064a\u0631 \u0627\u0644\u0636\u0631\u0648\u0631\u064a\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0648\u0627\u0636\u062d\u0629\u060c \u0648\u0647\u064a\u0643\u0644\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629\u060c \u0625\u0644\u0649 \u062e\u0641\u0636 \u062a\u0643\u0627\u0644\u064a\u0641 \u0643\u0644 \u0637\u0644\u0628. \u0648\u064a\u0633\u0627\u0639\u062f \u0627\u062e\u062a\u0628\u0627\u0631 \u0635\u064a\u063a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0648\u0642\u064a\u0627\u0633 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0623\u0643\u062b\u0631 \u0627\u0644\u0637\u0631\u0642 \u0641\u0639\u0627\u0644\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u062a\u0641\u0648\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u0627\u064b \u0644\u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0627\u0645\u0629 \u0645\u0646 \u062d\u064a\u062b \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629. \u0648\u062a\u0624\u0643\u062f \u0648\u062b\u0627\u0626\u0642 AWS \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u0644\u064a\u0633 \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u0636\u0631\u0648\u0631\u064a\u0627\u064b \u0644\u0643\u0644 \u062a\u0637\u0628\u064a\u0642.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0645\u062a\u062a\u0627\u0644\u064a \u0639\u0644\u0649 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629 \u0623\u0648\u0644\u0627\u064b\u060c \u062b\u0645 \u0627\u0644\u0644\u062c\u0648\u0621 \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u062a\u0643\u0644\u0641\u0629 \u0641\u0642\u0637 \u0639\u0646\u062f\u0645\u0627 \u062a\u0646\u062e\u0641\u0636 \u0627\u0644\u062f\u0642\u0629 \u0639\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0627\u0644\u0645\u0637\u0644\u0648\u0628. \u0648\u0647\u0630\u0627 \u064a\u062d\u0642\u0642 \u062a\u0648\u0627\u0632\u0646\u0627\u064b \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0627\u064b \u0628\u064a\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u062c\u0648\u062f\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0639\u0631\u0651\u0641 \u0627\u0644\u0628\u062d\u062b \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0639\u0627\u0626\u062f \u062a\u0643\u0627\u0641\u0624 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0623\u0646\u0647 \u062f\u0631\u062c\u0627\u062a \u0645\u0631\u062c\u0639\u064a\u0629 \u0636\u0645\u0646 20% \u0644\u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0643\u0633 \u0645\u0639\u0627\u064a\u064a\u0631 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\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a LLM \u0627\u0644\u0632\u0627\u0626\u062f\u0629 \u062a\u0645\u0627\u0645\u064b\u0627. \u0648\u064a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0630\u0644\u0643 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 (\u0648\u0644\u064a\u0633 \u0627\u0644\u0645\u062a\u0637\u0627\u0628\u0642\u0629 \u0641\u0642\u0637) \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0628\u0631\u0632 \u0648\u062b\u0627\u0626\u0642 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0634\u0631\u0643\u0629 OpenAI \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0643\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629. \u0643\u0645\u0627 \u062a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Batch \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0646\u0629 \u0622\u0644\u064a\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u063a\u064a\u0631 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0648\u0642\u062a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0642\u064a\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u0646\u0639 \u062a\u062d\u062f\u064a\u062f \u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0634\u0643\u0644 \u0645\u0641\u0627\u062c\u0626 \u062e\u0644\u0627\u0644 \u0641\u062a\u0631\u0627\u062a \u0630\u0631\u0648\u0629 \u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629. \u0648\u062a\u0641\u0631\u0636 \u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0641\u064a Apigee \u062d\u062f\u0648\u062f\u064b\u0627 \u062a\u062d\u0645\u064a \u0645\u0646 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0645\u0641\u0631\u0637.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0630\u0631\u0648\u0627\u062a \u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (LLM) \u0628\u0634\u0643\u0644 \u0641\u0648\u0631\u064a. \u0648\u0647\u0630\u0627 \u064a\u0636\u062d\u064a \u0628\u0628\u0639\u0636 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0642\u0627\u0628\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0647\u0627.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone wp-image-35283 size-full\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-19.webp\" alt=\"\u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0631\u0627\u0643\u0645\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a\" width=\"1469\" height=\"581\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-19.webp 1469w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-19-300x119.webp 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-19-1024x405.webp 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-19-768x304.webp 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-19-18x7.webp 18w\" sizes=\"(max-width: 1469px) 100vw, 1469px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0623\u0641\u0636\u0644 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u062a\u0637\u0628\u064a\u0642 \u0646\u0638\u0627\u0645 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u062a\u0642\u0646\u064a \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0646\u0647\u062c \u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u062c\u0631\u064a \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a LLM \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 SDK \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u062d\u0627\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0648\u0641\u0631. \u0648\u064a\u0644\u062a\u0642\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0628\u0627\u0634\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0637\u0644\u0628 \u0645\u062b\u0644 \u0645\u0639\u0631\u0651\u0641\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0648\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u060c \u0648\u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u062c\u0644\u0633\u0629\u060c \u0645\u0645\u0627 \u064a\u064f\u0645\u0643\u0651\u0646 \u0645\u0646 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u062f\u0642\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0645\u0639\u0638\u0645 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u062d\u0632\u0645 \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0645\u062c\u064a\u0629 (SDKs) \u0623\u0648 \u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0645\u0639 OpenTelemetry \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627. \u064a\u0648\u0641\u0631 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u064a\u062f\u0648\u064a \u0645\u0632\u064a\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u062a\u062d\u0643\u0645 \u0648\u0644\u0643\u0646\u0647 \u064a\u062a\u0637\u0644\u0628 \u062c\u0647\u062f\u064b\u0627 \u0647\u0646\u062f\u0633\u064a\u064b\u0627 \u0623\u0643\u0628\u0631.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u0646\u0628\u064a\u0647<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0642\u0645 \u0628\u062a\u0639\u064a\u064a\u0646 \u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0645\u062a\u062f\u0631\u062c\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u062a\u0628\u0627\u062a \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0645\u0637\u0644\u0642\u0629 \u0648\u0646\u0633\u0628 \u0627\u0644\u0632\u064a\u0627\u062f\u0629. \u064a\u0631\u0635\u062f \u062a\u0646\u0628\u064a\u0647 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 $100 \u0627\u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u062c\u064a\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0631\u0635\u062f \u062a\u0646\u0628\u064a\u0647 \u0627\u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0633\u0627\u0639\u064a\u0629 200% \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639\u0627\u062a \u0627\u0644\u0645\u0641\u0627\u062c\u0626\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0639\u0645\u0644 \u0646\u0638\u0627\u0645 \u0643\u0634\u0641 \u0634\u0630\u0648\u0630 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0641\u064a AWS \u0639\u0644\u0649 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629\u060c \u0648\u0644\u0643\u0646\u0647 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0623\u062e\u0631 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0631\u0645\u0648\u0632. \u0623\u0645\u0627 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0622\u0646\u064a\u0629 \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u0645\u0631\u0627\u0642\u0628\u0629 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u062a\u064f\u0633\u0631\u0651\u0639 \u0645\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0634\u0627\u0643\u0644.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u062c\u0645\u0627\u0639\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u062d\u062a\u0627\u062c \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0625\u0644\u0649 \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u062a\u0631\u062a\u0628\u0629 \u0639\u0644\u0649 \u062e\u064a\u0627\u0631\u0627\u062a\u0647\u0645. \u0648\u064a\u0633\u0627\u0639\u062f \u0639\u0631\u0636 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0642\u062f\u064a\u0631\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0627\u0644\u0648\u0639\u064a \u0628\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0636\u062d \u0648\u062b\u0627\u0626\u0642 Claude Code \u0623\u0646 \u0627\u0644\u0623\u0645\u0631 \/cost \u064a\u0648\u0641\u0631 \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062c\u0644\u0633\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0645\u062f\u0629 \u0648\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629. \u0625\u0646 \u0628\u0646\u0627\u0621 \u062d\u0644\u0642\u0627\u062a \u062a\u063a\u0630\u064a\u0629 \u0631\u0627\u062c\u0639\u0629 \u0645\u0645\u0627\u062b\u0644\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u064a\u064f\u0633\u0647\u0645 \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0623\u0641\u0636\u0644.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0639\u0645\u0644\u064a\u0627\u062a \u062a\u062f\u0642\u064a\u0642 \u0645\u0646\u062a\u0638\u0645\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u062d\u062f\u062f \u0645\u0631\u0627\u062c\u0639\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0634\u0647\u0631\u064a\u0629 \u0641\u0631\u0635 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0648\u062a\u0624\u0643\u062f \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0636\u0648\u0627\u0628\u0637 \u0643\u0645\u0627 \u0647\u0648 \u0645\u064f\u062e\u0637\u0637 \u0644\u0647\u0627. \u0648\u064a\u0643\u0634\u0641 \u062a\u062a\u0628\u0639 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u0627\u062d\u062f\u060c \u0648\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629\u060c \u0648\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629 \u0639\u0646 \u0645\u0648\u0627\u0637\u0646 \u062a\u0631\u0643\u0632 \u0627\u0644\u0625\u0646\u0641\u0627\u0642.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0646 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0628\u0627\u0644\u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u062a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0627\u0644\u062b\u063a\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0648\u062a\u062d\u0633\u0646 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0642\u064a\u0627\u0633 \u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0648\u0627\u0644\u0646\u062c\u0627\u062d<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0625\u0646 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u062d\u062f \u0630\u0627\u062a\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u0648\u0642\u062a\u0627\u064b \u0648\u0645\u0648\u0627\u0631\u062f. \u062a\u062d\u062a\u0627\u062c \u0627\u0644\u0641\u0631\u0642 \u0625\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0636\u062d\u0629 \u0644\u062a\u0628\u0631\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0634\u0645\u0644 \u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\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;\">\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0643\u0644 \u0648\u0638\u064a\u0641\u0629 \u062a\u0637\u0628\u064a\u0642 \u0623\u0648 \u062c\u0644\u0633\u0629 \u0645\u0633\u062a\u062e\u062f\u0645<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0646\u0633\u0628\u0629 \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632 \u0628\u0639\u062f \u0627\u0644\u062a\u062d\u0633\u064a\u0646<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0628\u064a\u0646 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0645\u062f\u0631\u062c \u0641\u064a \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0641\u0639\u0644\u064a<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u062d\u0642\u0642 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0646 96.7% \u0645\u0646 \u0623\u062f\u0627\u0621 OWL \u0645\u0639 \u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0645\u0646 $0.398 \u0625\u0644\u0649 $0.228\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u062d\u0633\u0646 \u0642\u062f\u0631\u0647 28.4% \u0641\u064a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 (\u0645\u0646 arXiv: Efficient Agents).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u064a\u0633 \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0623\u064a \u062b\u0645\u0646\u060c \u0628\u0644 \u062a\u0639\u0638\u064a\u0645 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0645\u0629 \u0645\u0642\u0627\u0628\u0644 \u0643\u0644 \u062f\u0648\u0644\u0627\u0631 \u064a\u064f\u0646\u0641\u0642. \u0623\u062d\u064a\u0627\u0646\u064b\u0627\u060c \u062a\u064f\u0624\u062f\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0623\u0639\u0644\u0649 \u0625\u0644\u0649 \u0642\u064a\u0645\u0629 \u0623\u0639\u0644\u0649 \u0646\u0633\u0628\u064a\u064b\u0627.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u062a\u062c\u0646\u0628\u0647\u0627<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0642\u0648\u0651\u0636 \u0639\u062f\u0629 \u0623\u062e\u0637\u0627\u0621 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062c\u0647\u0648\u062f \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0628\u0645\u0639\u0632\u0644 \u0639\u0646 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u062a\u064f\u0647\u062f\u0631 \u0627\u0644\u062c\u0647\u062f. \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u062f\u0648\u0646 \u0642\u0631\u0627\u0631\u0627\u062a \u0644\u0627 \u062a\u064f\u0642\u0644\u0644 \u0627\u0644\u0625\u0646\u0641\u0627\u0642. \u0644\u0630\u0627\u060c \u0623\u0646\u0634\u0626 \u062d\u0644\u0642\u0627\u062a \u062a\u063a\u0630\u064a\u0629 \u0631\u0627\u062c\u0639\u0629 \u062a\u064f\u062d\u0648\u0651\u0644 \u0627\u0644\u0631\u0624\u0649 \u0625\u0644\u0649 \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0641\u0648\u0631\u064a\u0629\u060c \u0623\u0648 \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0645\u0627\u0630\u062c \u0645\u064f\u0646\u0627\u0633\u0628\u0629\u060c \u0623\u0648 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0624\u062f\u064a \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0641\u064a \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0625\u0644\u0649 \u0625\u0628\u0637\u0627\u0621 \u0648\u062a\u064a\u0631\u0629 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\u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0623\u064a\u0636\u0627\u064b. \u0641\u0642\u062f \u064a\u0643\u0644\u0641 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u064a\u0642\u0636\u064a\u0647 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0645\u0635\u0631\u0648\u0641\u0627\u062a \u0628\u0642\u064a\u0645\u0629 $50 \u0634\u0647\u0631\u064a\u0627\u064b \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062c\u0631\u062f \u062f\u0641\u0639 \u0627\u0644\u0641\u0627\u062a\u0648\u0631\u0629. \u0644\u0630\u0627\u060c \u0631\u0643\u0651\u0632 \u062c\u0647\u0648\u062f \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u062d\u064a\u062b \u064a\u062a\u0631\u0643\u0632 \u0627\u0644\u0625\u0646\u0641\u0627\u0642.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0646 \u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 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\u0627\u0644\u0628\u064f\u0639\u062f\u064a\u0646 \u0645\u0639\u064b\u0627.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0633\u062a\u0645\u0631 \u0645\u0634\u0647\u062f \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u0631 \u0628\u0633\u0631\u0639\u0629 \u0645\u0639 \u0646\u0636\u0648\u062c \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0645\u062b\u0644 \u0642\u064a\u0648\u062f \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0646\u0647\u062c\u064b\u0627 \u0646\u0627\u0634\u0626\u064b\u0627. \u064a\u0635\u0641 \u0628\u062d\u062b\u064c \u0645\u0646\u0634\u0648\u0631 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 ArXiv \u062d\u0648\u0644 \u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u064f\u062d\u0633\u064e\u0651\u0646\u0629 \u0646\u0638\u0627\u0645 C3PO\u060c \u0648\u0647\u0648 \u0646\u0638\u0627\u0645 \u064a\u064f\u062d\u0633\u0650\u0651\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0637\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u064a\u0648\u062f \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u0648\u064a\u062a\u062c\u0627\u0648\u0632 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0645\u062c\u0631\u062f \u0627\u0644\u0639\u062a\u0628\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0645\u062a\u0637\u0648\u0631 \u0644\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u062c\u0648\u062f\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0633\u064a\u0635\u0628\u062d \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0645\u0646 \u0639\u062f\u0629 \u0645\u0632\u0648\u062f\u064a\u0646 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u0641\u0648\u0631\u064a \u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627. \u0648\u0645\u0639 \u062a\u0642\u0627\u0631\u0628 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u062a\u0634\u062a\u062f \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629 \u0627\u0644\u0633\u0639\u0631\u064a\u0629. \u0648\u0633\u062a\u0648\u0641\u0631 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u062c\u0647 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0645\u0632\u0648\u062f \u0627\u0644\u0623\u0631\u062e\u0635 \u0627\u0644\u0630\u064a \u064a\u0642\u062f\u0645 \u062c\u0648\u062f\u0629 \u0643\u0627\u0641\u064a\u0629 \u0645\u0632\u0627\u064a\u0627 \u062a\u0646\u0627\u0641\u0633\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0633\u062a\u0645\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0646\u0633\u0628 \u0627\u0644\u0623\u062f\u0627\u0621 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0633\u0639\u0631. \u062a\u064f\u0634\u064a\u0631 \u0648\u062b\u0627\u0626\u0642 \u062a\u0633\u0639\u064a\u0631 Hugging Face \u0625\u0644\u0649 \u0623\u0646 \u0623\u0633\u0639\u0627\u0631 \u0645\u062b\u064a\u0644\u0627\u062a Intel Sapphire Rapids x1 \u062a\u0628\u062f\u0623 \u0645\u0646 $0.033 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 (\u0627\u0639\u062a\u0628\u0627\u0631\u064b\u0627 \u0645\u0646 \u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0645\u0635\u062f\u0631). \u0648\u062a\u064f\u0633\u0627\u0647\u0645 \u0645\u064f\u0633\u0631\u0651\u0639\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u064f\u062e\u0635\u0635\u0629 \u0645\u0646 \u0645\u064f\u0632\u0648\u062f\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0641\u064a \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0643\u0646 \u0627\u0646\u062a\u0638\u0631. \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0627 \u064a\u0644\u063a\u064a \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629. \u0628\u0644 \u064a\u062d\u0648\u0651\u0644 \u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0625\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0645\u062b\u0644 \u062a\u0643\u0644\u0641\u0629 \u0625\u0646\u062c\u0627\u0632 \u0627\u0644\u0645\u0647\u0645\u0629 \u0628\u0646\u062c\u0627\u062d.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/span><\/h2>\n<div class=\"schema-faq-code\">\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u064a \u062d\u0633\u0627\u0628 \u062a\u0643\u0644\u0641\u0629 \u0637\u0644\u0628 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0627\u0636\u0631\u0628 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u062f\u062e\u0644\u0629 \u0628\u0633\u0639\u0631 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0645\u062f\u062e\u0644 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u062b\u0645 \u0627\u062c\u0645\u0639 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u062e\u0631\u062c\u0629 \u0645\u0636\u0631\u0648\u0628\u064b\u0627 \u0641\u064a \u0633\u0639\u0631 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0645\u062e\u0631\u062c. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0645\u0639 Amazon Nova Micro \u0628\u0633\u0639\u0631 $0.000035 \u0644\u0643\u0644 1000 \u0631\u0645\u0632 \u0645\u062f\u062e\u0644 \u0648$0.00014 \u0644\u0643\u0644 1000 \u0631\u0645\u0632 \u0645\u062e\u0631\u062c\u060c \u0641\u0625\u0646 \u0637\u0644\u0628\u064b\u0627 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 500 \u0631\u0645\u0632 \u0645\u062f\u062e\u0644 \u06481500 \u0631\u0645\u0632 \u0645\u062e\u0631\u062c \u064a\u0643\u0644\u0641 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 $0.0000175 + $0.00021 = $0.0002275.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0645\u0631\u0627\u0642\u0628\u0629 LLM \u0648\u0645\u0631\u0627\u0642\u0628\u0629 APM \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u0631\u0643\u0632 \u0631\u0635\u062f \u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0645\u062b\u0644 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a. \u0623\u0645\u0627 \u0631\u0635\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0641\u064a\u0636\u064a\u0641 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629\u060c \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0623\u062d\u0645\u0627\u0644 \u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a. \u0648\u062a\u062f\u0645\u062c \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0622\u0646 \u0643\u0644\u0627 \u0627\u0644\u0642\u062f\u0631\u062a\u064a\u0646.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0644\u062f\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0632\u0648\u062f\u064a \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0646\u0639\u0645. \u062a\u062f\u0639\u0645 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Datadog LLM Observability \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0632\u0648\u062f\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 OpenAI \u0648Anthropic \u0648Amazon Bedrock\u060c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0644\u0648\u062d\u0629 \u062a\u062d\u0643\u0645 \u0645\u0648\u062d\u062f\u0629. \u0648\u0647\u0630\u0627 \u064a\u062a\u064a\u062d \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0648\u0636\u0639 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u0648\u062c\u064a\u0647 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0632\u0648\u062f\u064a\u0646.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0645\u0642\u062f\u0627\u0631 \u0627\u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0630\u064a \u064a\u0645\u0643\u0646 \u062a\u062d\u0642\u064a\u0642\u0647 \u0628\u0634\u0643\u0644 \u0648\u0627\u0642\u0639\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u062e\u062a\u0644\u0641 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u062a\u0637\u0628\u064a\u0642. \u0623\u0638\u0647\u0631\u062a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a AWS \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0648\u0641\u064a\u0631 \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 90% \u0644\u0633\u064a\u0631 \u0639\u0645\u0644 Step Functions Express \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0639\u0644\u0649 \u0646\u0641\u0633 \u062d\u062c\u0645 \u0627\u0644\u0639\u0645\u0644. \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u064f\u0642\u0644\u0644 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0645\u0642\u062f\u0627\u0631 20-40%\u060c \u0648\u064a\u064f\u0642\u0644\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0645\u0642\u062f\u0627\u0631 30-50%\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0644\u063a\u064a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0632\u0627\u0626\u062f\u0629 \u062a\u0645\u0627\u0645\u064b\u0627. \u064a\u0639\u062a\u0645\u062f \u0645\u0642\u062f\u0627\u0631 \u0627\u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u062f\u0642\u064a\u0642 \u0639\u0644\u0649 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u062c\u0647\u0648\u062f \u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0647\u0644 \u064a\u0646\u0628\u063a\u064a \u0639\u0644\u064a\u0651 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0646\u0641\u0633\u064a \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u064f\u0639\u062f\u0651 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0646\u0637\u0642\u064a\u064b\u0627 \u0639\u0646\u062f \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u0643\u0627\u0641\u064a. \u062a\u064f\u0638\u0647\u0631 \u0623\u0628\u062d\u0627\u062b ArXiv \u062d\u0648\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0639\u0627\u0626\u062f \u0623\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629\u060c \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0645\u0645\u0627\u062b\u0644 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0627\u0631\u064a\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 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u064f\u062f\u0627\u0631\u0629 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0646\u062f \u0627\u062d\u062a\u0633\u0627\u0628 \u0648\u0642\u062a \u0627\u0644\u0647\u0646\u062f\u0633\u0629.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0643\u0645 \u0645\u0631\u0629 \u064a\u062c\u0628 \u0639\u0644\u064a\u0651 \u0645\u0631\u0627\u062c\u0639\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0631\u0627\u062c\u0639 \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u064a\u0648\u0645\u064a\u064b\u0627 \u062e\u0644\u0627\u0644 \u0645\u0631\u062d\u0644\u0629 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Leading tools like Datadog LLM Observability, Langfuse, and cloud-native solutions from AWS Bedrock and OpenAI provide cost attribution, usage analytics, and optimization recommendations. Effective monitoring combines observability platforms with strategic practices like prompt optimization, [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":35281,"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-35280","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 v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Monitor LLM App Cost: Tools &amp; Strategies for 2026<\/title>\n<meta name=\"description\" content=\"Learn how to monitor LLM app costs effectively with top tools, real-time tracking, and optimization strategies. 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