{"id":35350,"date":"2026-03-17T12:26:44","date_gmt":"2026-03-17T12:26:44","guid":{"rendered":"https:\/\/aisuperior.com\/?p=35350"},"modified":"2026-03-17T12:26:44","modified_gmt":"2026-03-17T12:26:44","slug":"cost-of-training-llm-from-scratch","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/cost-of-training-llm-from-scratch\/","title":{"rendered":"\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0641\u064a \u0639\u0627\u0645 2026: \u0623\u0631\u0642\u0627\u0645 \u062d\u0642\u064a\u0642\u064a\u0629"},"content":{"rendered":"<p><b>\u0645\u0644\u062e\u0635 \u0633\u0631\u064a\u0639:<\/b><span style=\"font-weight: 400;\"> \u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0628\u064a\u0646 1.78 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u06481.92 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0645\u062b\u0644 GPT-4 \u0648Gemini Ultra 1.0\u060c \u0648\u0630\u0644\u0643 \u0628\u0633\u0628\u0628 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0636\u062e\u0645\u0629 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u060c \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629. \u064a\u0645\u0643\u0646 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u0628\u062a\u0643\u0644\u0641\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 1.50 \u06481.50 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629\u060c \u0623\u0648 \u0628\u062a\u0643\u0644\u0641\u0629 \u0623\u0642\u0644 \u0645\u0646 1.100 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629\u060c \u0625\u0644\u0627 \u0623\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062a\u0648\u0627\u062c\u0647 \u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0633\u062a\u0645\u0631\u0629 \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 \u0646\u0641\u0642\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0642\u062f \u0623\u062d\u062f\u062b\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0636\u062e\u0645\u0629 \u062a\u062d\u0648\u0644\u0627\u064b \u062c\u0630\u0631\u064a\u0627\u064b \u0641\u064a \u0637\u0631\u064a\u0642\u0629 \u062a\u0641\u0627\u0639\u0644\u0646\u0627 \u0645\u0639 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627. \u0648\u0644\u0643\u0646 \u0645\u0627 \u064a\u063a\u064a\u0628 \u0639\u0646 \u0628\u0627\u0644 \u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0627\u0633 \u0647\u0648 \u0623\u0646 \u062a\u0643\u0644\u0641\u0629 \u0625\u0646\u0634\u0627\u0621 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0627\u0647\u0638\u0629 \u0644\u0644\u063a\u0627\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0628\u062d\u0633\u0628 \u062a\u0642\u0631\u064a\u0631 \u0645\u0624\u0634\u0631 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0639\u0627\u0645 2025\u060c \u0627\u0631\u062a\u0641\u0639\u062a \u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0628\u0634\u0643\u0644\u064d \u0643\u0628\u064a\u0631. \u0641\u0642\u062f \u062a\u0631\u0627\u0648\u062d\u062a \u062a\u0643\u0644\u0641\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c GPT-4 \u0628\u064a\u0646 1.78 \u06481.100 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631. \u0623\u0645\u0627 \u062a\u0643\u0644\u0641\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c Gemini Ultra\u060c \u0641\u062a\u0642\u062f\u0631 \u0628\u0646\u062d\u0648 1.91 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0648\u0641\u0642\u064b\u0627 \u0644\u062a\u0642\u0631\u064a\u0631 \u0645\u0624\u0634\u0631 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0639\u0627\u0645 2024. \u0648\u062a\u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0632\u064a\u0627\u062f\u0629 \u0642\u062f\u0631\u0647\u0627 287 \u0623\u0644\u0641 \u0636\u0639\u0641 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u062a\u0643\u0644\u0641\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c Transformer \u0641\u064a \u0639\u0627\u0645 2017\u060c \u0648\u0627\u0644\u062a\u064a \u0628\u0644\u063a\u062a 1.67 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0641\u0642\u0637.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0630\u0646\u060c \u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062f\u0641\u0639 \u0647\u0630\u0647 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u0627\u0647\u0638\u0629\u061f \u0648\u0627\u0644\u0623\u0647\u0645 \u0645\u0646 \u0630\u0644\u0643\u060c \u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0641\u0643\u0631 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c\u0643 \u0627\u0644\u062e\u0627\u0635 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u061f<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0625\u0646 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0644\u064a\u0633 \u0645\u0643\u0644\u0641\u0627\u064b \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u0647\u0648 \u0627\u0644\u062a\u0632\u0627\u0645 \u0645\u0627\u0644\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u064a\u0634\u0645\u0644 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0628\u0634\u0631\u064a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u062d\u0648\u0633\u0628\u0629: \u0623\u0643\u0628\u0631 \u0628\u0646\u062f \u0641\u064a \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u064f\u0647\u064a\u0645\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0639\u0644\u0649 \u0643\u0644 \u0634\u064a\u0621 \u0622\u062e\u0631. \u0642\u062f \u062a\u0635\u0644 \u062a\u0643\u0644\u0641\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0645\u062b\u0644 NVIDIA H100 \u0625\u0644\u0649 30,000 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629. \u0648\u0644\u0643\u0646 \u0647\u0630\u0647 \u0645\u062c\u0631\u062f \u0627\u0644\u0628\u062f\u0627\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0644\u062a\u0648\u0636\u064a\u062d\u060c \u064a\u062a\u0637\u0644\u0628 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u062f\u0648\u062f \u062a\u0634\u063a\u064a\u0644 \u0622\u0644\u0627\u0641 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPUs) \u0628\u0634\u0643\u0644 \u0645\u062a\u0648\u0627\u0635\u0644 \u0644\u0623\u0633\u0627\u0628\u064a\u0639 \u0623\u0648 \u0634\u0647\u0648\u0631. \u0648\u0642\u062f \u0648\u062c\u062f\u062a \u062f\u0631\u0627\u0633\u0629 \u0645\u0646 \u0645\u0648\u0642\u0639 arXiv \u062a\u064f\u062d\u0644\u0644 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0623\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a A800 80G \u062a\u064f\u0643\u0644\u0651\u0641 \u062d\u0648\u0627\u0644\u064a $0.79 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0645\u0639 \u0646\u0637\u0627\u0642\u0627\u062a \u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 $0.51 \u0648$0.99 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0648\u0630\u0644\u0643 \u062d\u0633\u0628 \u0627\u0644\u062a\u0643\u0648\u064a\u0646 \u0648\u0623\u0633\u0639\u0627\u0631 \u0645\u0646\u0635\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0623\u0641\u0627\u062f\u062a \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0623\u0646 \u0634\u0631\u0643\u0629 OpenAI \u0623\u0646\u0641\u0642\u062a \u0623\u0643\u062b\u0631 \u0645\u0646 1 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u06484 \u062a\u0631\u064a\u0644\u064a\u0648\u0646\u0627\u062a \u0648100 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0639\u0644\u0649 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c GPT-4\u060c \u0645\u0639 \u062a\u062e\u0635\u064a\u0635 \u062c\u0632\u0621 \u0643\u0628\u064a\u0631 \u0645\u0646\u0647\u0627 \u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629. \u064a\u0635\u0639\u0628 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0647\u0630\u0627 \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0647\u0627\u0626\u0644.<\/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;\">\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062a\u0642\u062f\u064a\u0631\u064a\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0645\u0635\u062f\u0631<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">GPT-4<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$78M-$100M+<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0635\u062d\u064a\u0641\u0629 \u0648\u0648\u0644 \u0633\u062a\u0631\u064a\u062a \u062c\u0648\u0631\u0646\u0627\u0644\u060c \u0645\u0624\u0634\u0631 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a 2025<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062c\u064a\u0645\u064a\u0646\u064a \u0623\u0644\u062a\u0631\u0627 1.0<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$191M<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u0642\u0631\u064a\u0631 \u0645\u0624\u0634\u0631 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0639\u0627\u0645 2024<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">GPT-4o<\/span><\/td>\n<td><span style=\"font-weight: 400;\">~$100M<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0627\u0644\u0635\u0646\u0627\u0639\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u062a\u062d\u0648\u0644 (2017)<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$670<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u062a\u0642\u0631\u064a\u0631 \u0645\u0624\u0634\u0631 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a 2025<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u064a\u0626\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u0633\u062a\u0647\u0644\u0643 \u062a\u0634\u063a\u064a\u0644 \u0622\u0644\u0627\u0641 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0627\u0639\u0629 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621. \u0648\u062a\u064f\u0634\u064a\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0641\u064a \u062f\u0631\u0627\u0633\u0629 \u0633\u0628\u0631\u064a\u0646\u063a\u0631 \u0644\u0639\u0627\u0645 2025 \u062d\u0648\u0644 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0637\u0627\u0642\u0629 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0625\u0644\u0649 \u0623\u0646 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0627\u0642\u0629 \u062a\u0631\u062a\u0628\u0637 \u0627\u0631\u062a\u0628\u0627\u0637\u064b\u0627 \u0645\u0628\u0627\u0634\u0631\u064b\u0627 \u0628\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u062f\u064f\u0641\u0639\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u0628\u064a\u0626\u064a \u0639\u0644\u0649 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0641\u062d\u0633\u0628\u060c \u0641\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629\u060c \u062a\u062a\u0632\u0627\u064a\u062f \u0627\u0644\u0645\u062e\u0627\u0648\u0641 \u0628\u0634\u0623\u0646 \u0627\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629 \u0648\u0627\u0644\u0628\u0635\u0645\u0629 \u0627\u0644\u0643\u0631\u0628\u0648\u0646\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u0639\u062f\u0627\u062f\u0647\u0627<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0647\u0646\u0627\u0643 \u0623\u0645\u0631\u064c \u0644\u0627 \u064a\u062d\u0638\u0649 \u0628\u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0627\u0644\u0643\u0627\u0641\u064a: \u064a\u064f\u0633\u062a\u0647\u0627\u0646 \u0643\u062b\u064a\u0631\u0627\u064b \u0628\u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0628\u0634\u0631\u064a \u0627\u0644\u0645\u0628\u0630\u0648\u0644 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u062a\u0624\u0643\u062f \u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u0646\u064f\u0634\u0631\u062a \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 Hugging Face \u0641\u064a \u0623\u0628\u0631\u064a\u0644 2025 \u0639\u0644\u0649 \u0636\u0631\u0648\u0631\u0629 \u0623\u0646 \u062a\u064f\u0636\u0627\u0647\u064a \u062a\u0643\u0627\u0644\u064a\u0641 \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0627 \u062a\u062a\u0634\u0643\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0645\u0646 \u0627\u0644\u0639\u062f\u0645\u060c \u0628\u0644 \u062a\u062a\u0637\u0644\u0628 \u0645\u0627 \u064a\u0644\u064a:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0631\u0633\u0648\u0645 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0631\u062e\u064a\u0635<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u064a\u062f\u0648\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0642<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u062d\u0642\u0648\u0642 \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u062a\u0642\u062f\u0645 \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u062d\u062c\u0629 \u0645\u0642\u0646\u0639\u0629 \u0645\u0641\u0627\u062f\u0647\u0627 \u0623\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u062a\u0645\u062b\u0644 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0643\u0644\u0641\u0629 - \u0648\u0627\u0644\u0623\u0642\u0644 \u062a\u0639\u0648\u064a\u0636\u0627\u064b - \u0645\u0646 \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0648\u0627\u0647\u0628 \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629 \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u0628\u0646\u0627\u0621 \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u062e\u0628\u0631\u0629 \u0645\u062a\u062e\u0635\u0635\u0629. \u0641\u0645\u0647\u0646\u062f\u0633\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u062a\u062e\u0635\u0635\u0648 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629\u060c \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0627\u0644\u0639\u0644\u0645\u064a\u0648\u0646 \u0644\u064a\u0633\u0648\u0627 \u0631\u062e\u064a\u0635\u064a\u0646. \u0648\u062a\u062a\u0631\u0627\u0648\u062d \u0631\u0648\u0627\u062a\u0628 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0639\u0627\u062f\u0629\u064b \u0628\u064a\u0646 150,000 \u0648500,000 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0623\u0648 \u0623\u0643\u062b\u0631 \u0633\u0646\u0648\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0643\u0628\u0631\u0649.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u0631\u0648\u0627\u062a\u0628\u060c \u0647\u0646\u0627\u0643 \u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0625\u0636\u0627\u0641\u064a\u0629: \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0648\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u0627\u0644\u0623\u0645\u0646\u060c \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0627\u0645\u062a\u062b\u0627\u0644.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u062c\u064a: \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0644\u064a\u0633 \u0643\u0644 \u0634\u062e\u0635 \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 GPT-5. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0648\u0641\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u0628\u064a\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0648\u0636\u0628\u0637 \u0646\u0645\u0648\u0630\u062c \u0645\u0648\u062c\u0648\u062f \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0627 \u0628\u064a\u0646 60 \u064890 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0645\u0646 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u062a\u0649 \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0645\u0646\u0637\u0642\u064a\u0627\u064b<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0633\u0628\u0642 \u0627\u0644\u0643\u0627\u0645\u0644 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0645\u0646\u0637\u0642\u064a\u0627\u064b \u0639\u0646\u062f\u0645\u0627:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u0645\u062c\u0627\u0644 \u0639\u0645\u0644\u0643 \u0623\u0646\u0645\u0627\u0637 \u0644\u063a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u062c\u0630\u0631\u064a\u064b\u0627 \u0639\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0627\u0645\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062d\u0638\u0631 \u0644\u0648\u0627\u0626\u062d \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0623\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u062d\u0643\u0645 \u0643\u0627\u0645\u0644 \u0641\u064a \u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0633\u0644\u0648\u0643\u0647<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0645\u062a\u0644\u0643 \u0645\u0624\u0633\u0633\u062a\u0643\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u062e\u0628\u0631\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u062a\u064a\u0646 \u0644\u062f\u0639\u0645 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0628\u062f\u064a\u0644 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0639\u062a\u0645\u062f \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u064f\u062f\u0631\u064e\u0651\u0628 \u0645\u0633\u0628\u0642\u064b\u0627 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0645\u064f\u0646\u0627\u0633\u0628 \u0644\u0645\u0647\u0627\u0645 \u0623\u0648 \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u064f\u062d\u062f\u062f\u0629. \u0648\u064a\u064f\u0639\u062f\u0651 \u0641\u0631\u0642 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0643\u0628\u064a\u0631\u064b\u0627. \u0641\u0628\u064a\u0646\u0645\u0627 \u0628\u0644\u063a\u062a \u062a\u0643\u0644\u0641\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c GPT-4 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 \u0645\u0644\u064a\u0648\u0646 \u0648400 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631\u060c \u0642\u062f \u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u0636\u0628\u0637\u0647 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u064f\u062a\u062e\u0635\u0635\u0629 \u0628\u064a\u0646 \u0645\u0644\u064a\u0648\u0646 \u0648400 \u0623\u0644\u0641 \u0648400 \u0623\u0644\u0641 \u062f\u0648\u0644\u0627\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0623\u0638\u0647\u0631\u062a \u0623\u0628\u062d\u0627\u062b \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0643\u0648\u0644\u0648\u0645\u0628\u064a\u0627 \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0636\u0628\u0637 \u062f\u0642\u064a\u0642\u0629 \u0641\u0639\u0627\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 LoRA (\u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0631\u062a\u0628\u0629). \u0648\u0623\u0638\u0647\u0631\u062a \u062a\u062c\u0627\u0631\u0628\u0647\u0645 \u0623\u0646\u0647 \u064a\u0645\u0643\u0646 \u0636\u0628\u0637 \u0646\u0645\u0648\u0630\u062c \u0623\u0633\u0627\u0633\u064a \u0645\u064f\u0643\u0645\u0651\u0645 \u0639\u0646\u062f 8 \u0628\u062a\u0627\u062a \u0641\u064a \u063a\u0636\u0648\u0646 7 \u0633\u0627\u0639\u0627\u062a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0646\u0648\u0639 NVIDIA T4 \u0645\u0632\u0648\u062f\u0629 \u0628\u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0633\u0639\u0629 16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a - \u0648\u0647\u064a \u0623\u062c\u0647\u0632\u0629 \u062a\u0643\u0644\u0641 \u062d\u0648\u0627\u0644\u064a $2-4 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629.<\/span><\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-35353 size-full\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-33.webp\" alt=\"\u0645\u0642\u0627\u0631\u0646\u0629 \u062a\u0643\u0644\u0641\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0637\u064a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0645\u0642\u0627\u0628\u0644 \u0636\u0628\u0637 \u0646\u0645\u0648\u0630\u062c \u0645\u0648\u062c\u0648\u062f\" width=\"1470\" height=\"625\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-33.webp 1470w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-33-300x128.webp 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-33-1024x435.webp 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-33-768x327.webp 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image1-33-18x8.webp 18w\" sizes=\"(max-width: 1470px) 100vw, 1470px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629: \u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643 \u0628\u0623\u0642\u0644 \u0645\u0646 100 \u0623\u0644\u0641\u061f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0646\u0639\u0645\u060c \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0647\u064a \u0646\u0639\u0645\u060c \u0648\u0644\u0643\u0646 \u0645\u0639 \u062a\u0646\u0627\u0632\u0644\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0642\u062f\u0631\u0627\u062a\u0647.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0623\u0638\u0647\u0631\u062a \u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 arXiv \u0628\u0639\u0646\u0648\u0627\u0646 &quot;FLM-101B: \u0646\u0645\u0648\u0630\u062c \u062a\u0639\u0644\u0645 \u0644\u063a\u0648\u064a \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0643\u064a\u0641\u064a\u0629 \u062a\u062f\u0631\u064a\u0628\u0647 \u0628\u0645\u064a\u0632\u0627\u0646\u064a\u0629 $100K&quot; \u0623\u0646 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0644\u063a\u0648\u064a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0623\u0635\u063a\u0631 \u0645\u0645\u0643\u0646 \u0645\u0639 \u0625\u062f\u0627\u0631\u0629 \u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0645\u0648\u0627\u0631\u062f. \u0648\u062a\u0634\u0645\u0644 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a 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\u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0628\u0643\u0641\u0627\u0621\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0630\u0627\u062a \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0642\u0627\u0631\u0646\u062a \u062f\u0631\u0627\u0633\u0629 \u0623\u062c\u0631\u0627\u0647\u0627 \u0645\u0639\u0647\u062f \u0641\u0631\u0627\u0648\u0646\u0647\u0648\u0641\u0631 \u062b\u0644\u0627\u062b\u0629 \u0645\u064f\u062d\u0633\u0650\u0651\u0646\u0627\u062a - AdamW \u0648Lion \u0648\u0645\u062a\u063a\u064a\u0631 \u062b\u0627\u0644\u062b - \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (LLMs) \u0645\u0633\u0628\u0642\u064b\u0627 \u0636\u0645\u0646 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0645\u062d\u062f\u062f\u0629. \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u062a\u062c\u0627\u0631\u0628\u0647\u0645 \u0639\u0642\u062f\u062a\u064a\u0646 \u0639\u0646\u0642\u0648\u062f\u064a\u062a\u064a\u0646 \u0645\u0632\u0648\u062f\u062a\u064a\u0646 \u0628\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u0623\u0638\u0647\u0631 \u0623\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u064f\u062d\u0633\u0650\u0651\u0646 \u064a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0643\u0644 \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0646\u0647\u0627\u0626\u064a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0628\u062f\u064a\u0644 \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0623\u062d\u062f\u062b \u0625\u0635\u062f\u0627\u0631 OpenAI \u0644\u0646\u0645\u0648\u0630\u062c\u064a gpt-oss-120b \u0648 gpt-oss-20b \u0641\u064a \u0623\u063a\u0633\u0637\u0633 2025 \u0646\u0642\u0644\u0629 \u0646\u0648\u0639\u064a\u0629. \u0641\u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0648\u0632\u0646\u060c \u0648\u0627\u0644\u0645\u0631\u062e\u0635\u0629 \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 Apache 2.0\u060c \u062a\u0642\u062f\u0645 \u0623\u062f\u0627\u0621\u064b \u0642\u0648\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0639\u0645\u0644\u064a \u0628\u062a\u0643\u0627\u0644\u064a\u0641 \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0622\u0646 \u062a\u0646\u0632\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0636\u0628\u0637\u0647\u0627 \u0628\u062f\u0642\u0629 \u0644\u062a\u0646\u0627\u0633\u0628 \u062d\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062d\u062f\u062f\u0629\u060c \u0645\u062a\u062c\u0627\u0648\u0632\u0629 \u0628\u0630\u0644\u0643 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0647\u0627\u0626\u0644\u0629 \u062a\u0645\u0627\u0645\u064b\u0627.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629: \u0623\u064a\u0647\u0645\u0627 \u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644\u061f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0646\u0634\u0631 \u0628\u0627\u062d\u062b\u0648\u0646 \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0631\u0646\u064a\u062c\u064a \u0645\u064a\u0644\u0648\u0646 \u062f\u0631\u0627\u0633\u0629 \u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0644\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0639\u0627\u0626\u062f\u060c \u062a\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u064a\u062d\u0642\u0642 \u0641\u064a\u0647 \u0646\u0634\u0631 \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u0631\u0627\u0645\u062c (LLM) \u0645\u062d\u0644\u064a\u0627\u064b \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0645\u0639 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629. \u0648\u062a\u062a\u062d\u062f\u0649 \u0646\u062a\u0627\u0626\u062c\u0647\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0633\u0627\u0626\u062f\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0648\u0641\u0631 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u0631\u0648\u0646\u0629\u064b \u0639\u0627\u0644\u064a\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u0631\u0636 \u0631\u0633\u0648\u0645\u064b\u0627 \u0628\u0627\u0647\u0638\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU). \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0641\u0631\u0636 \u0645\u0632\u0648\u062f\u0648 \u0627\u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0648\u0646 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">$2-8 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0644\u062d\u0627\u0644\u0627\u062a GPU \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0631\u0633\u0648\u0645 \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u062a\u0645 \u062a\u062c\u0627\u0647\u0644\u0647\u0627 \u0648\u0644\u0643\u0646\u0647\u0627 \u0643\u0628\u064a\u0631\u0629 \u0639\u0646\u062f \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0643\u0627\u0644\u064a\u0641 \u062a\u062e\u0632\u064a\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0631\u0633\u0648\u0645 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u064f\u062f\u0627\u0631\u0629<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0645\u0627 \u0647\u064a \u0627\u0644\u0645\u064a\u0632\u0629\u061f \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0646\u0641\u0642\u0627\u062a \u0631\u0623\u0633\u0645\u0627\u0644\u064a\u0629 \u0645\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0633\u0639 \u062d\u0633\u0628 \u0627\u0644\u0637\u0644\u0628.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0644\u0628 \u0634\u0631\u0627\u0621 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0631\u0623\u0633 \u0645\u0627\u0644 \u0643\u0628\u064a\u0631\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u064f\u0644\u063a\u064a \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629. \u0642\u062f \u062a\u064f\u0643\u0644\u0651\u0641 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a NVIDIA H100 \u0645\u0627 \u0628\u064a\u0646 1.5 \u06481.4 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0645\u0642\u062f\u0645\u064b\u0627\u060c \u0648\u0644\u0643\u0646 \u0647\u0630\u0627 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u064a\u064f\u0633\u062a\u0631\u062f \u0639\u0644\u0649 \u0645\u062f\u0649 3 \u0625\u0644\u0649 5 \u0633\u0646\u0648\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0648\u062c\u062f \u062a\u062d\u0644\u064a\u0644 \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0631\u0646\u064a\u062c\u064a \u0645\u064a\u0644\u0648\u0646 \u0623\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u062f\u064a\u0647\u0627 \u0623\u062d\u0645\u0627\u0644 \u0639\u0645\u0644 \u0645\u0633\u062a\u062f\u0627\u0645\u0629 \u0648\u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0647\u0627 \u0641\u064a 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400;\">\u0647\u0646\u0627\u0643 \u0639\u062f\u0629 \u0639\u0648\u0627\u0645\u0644 \u062a\u062d\u062f\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0623\u0642\u0631\u0628 \u0625\u0644\u0649 $50,000 \u0623\u0648 $50 \u0645\u0644\u064a\u0648\u0646.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0647\u064a\u0643\u0644\u0647 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u064a\u0633\u062a \u062e\u0637\u064a\u0629\u060c \u0628\u0644 \u0647\u064a \u0639\u0644\u0627\u0642\u0629 \u0623\u0633\u064a\u0629. \u0645\u0636\u0627\u0639\u0641\u0629 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\u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0625\u0644\u0649 \u0645\u0626\u0627\u062a \u0627\u0644\u0622\u0644\u0627\u0641 \u0634\u0647\u0631\u064a\u064b\u0627.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0637\u0648\u0631 \u0627\u0644\u0644\u063a\u0629. \u062a\u062a\u063a\u064a\u0631 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629. \u062a\u062a\u063a\u064a\u0631 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0639\u0645\u0644. \u062a\u0635\u0628\u062d \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0641\u064a \u0639\u0627\u0645 2024 \u0642\u062f\u064a\u0645\u0629 \u0628\u062d\u0644\u0648\u0644 \u0639\u0627\u0645 2026.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062a\u0645\u062b\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062f\u0648\u0631\u064a\u0629 \u0623\u0648 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0633\u062a\u0645\u0631\u0629 \u062a\u0642\u0644\u0644 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0646 \u0634\u0623\u0646\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0623\u0648\u0644\u064a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u0633\u062a\u0647\u0644\u0643 \u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a\u060c \u0645\u0633\u0627\u062d\u0629 \u062a\u062e\u0632\u064a\u0646 \u0643\u0628\u064a\u0631\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629\u060c \u0646\u062a\u062d\u062f\u062b \u0639\u0646 \u0628\u064a\u062a\u0627\u0628\u0627\u064a\u062a\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u062a\u062a\u0631\u0627\u0643\u0645 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0628\u0647\u062f\u0648\u0621 \u0648\u0644\u0643\u0646 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u062a\u062a\u0637\u0644\u0628 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0645\u0633\u062a\u0645\u0631\u0629 \u0644\u0645\u0627 \u064a\u0644\u064a:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u0623\u062f\u0627\u0621<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062a\u062d\u064a\u0632 \u0648\u0627\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646\u0647<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062b\u063a\u0631\u0627\u062a \u0627\u0644\u0623\u0645\u0646\u064a\u0629<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0648\u0642\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u062a\u0633\u062a\u0645\u0631 \u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0637\u0627\u0644\u0645\u0627 \u0628\u0642\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u064a\u062f \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/span><\/p>\n<table>\n<thead>\n<tr>\n<th><span style=\"font-weight: 400;\">\u0641\u0626\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u064a\u062a\u0643\u0631\u0631<\/span><\/th>\n<th><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0648\u0644\u064a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u2713<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-weight: 400;\">$50K \u2013 $192M<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-weight: 400;\">\u2713<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$10K \u2013 $500K\/\u0634\u0647\u0631\u064a\u064b\u0627<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-weight: 400;\">\u2713<\/span><\/td>\n<td><span style=\"font-weight: 400;\">20-50% \u0645\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629\/\u0633\u0646\u0648\u064a\u064b\u0627<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062a\u062e\u0632\u064a\u0646<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-weight: 400;\">\u2713<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$5K \u2013 $50K\/\u0634\u0647\u0631\u064a\u064b\u0627<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u0641\u0631\u064a\u0642 \u0627\u0644\u0647\u0646\u062f\u0633\u0629<\/span><\/td>\n<td><\/td>\n<td><span style=\"font-weight: 400;\">\u2713<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$500K \u2013 $5M\/\u0633\u0646\u0629<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u2713<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u2713<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$100K \u2013 $10M+<\/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 \u0644\u062e\u0641\u0636 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u062f\u0631\u062c\u0629 \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\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 \u0623\u0633\u0627\u0644\u064a\u0628 \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0644\u0633\u064a\u0637\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u062f\u0648\u0646 \u0627\u0644\u062a\u0636\u062d\u064a\u0629 \u0628\u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644\u064a \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062a\u062f\u0631\u064a\u062c\u064a<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u060c \u0627\u0628\u062f\u0623 \u0628\u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0648\u0632\u0646 \u0645\u0648\u062c\u0648\u062f \u0648\u0642\u0645 \u0628\u062a\u0639\u062f\u064a\u0644\u0647 \u062a\u062f\u0631\u064a\u062c\u064a\u0627\u064b. \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c\u060c \u0627\u0644\u0645\u0648\u062b\u0642 \u0641\u064a \u0628\u062d\u062b \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0643\u0648\u0644\u0648\u0645\u0628\u064a\u0627 \u0627\u0644\u0648\u0637\u0646\u064a\u0629\u060c \u064a\u0642\u0644\u0644 \u0648\u0642\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0646\u0633\u0628\u0629 80-90%.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0641\u0639\u0627\u0644\u0629<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u0623\u0638\u0647\u0631\u062a \u0623\u0628\u062d\u0627\u062b \u0645\u0639\u0647\u062f \u0641\u0631\u0627\u0648\u0646\u0647\u0648\u0641\u0631\u060c \u0627\u0644\u062a\u064a \u0642\u0627\u0631\u0646\u062a \u0628\u064a\u0646 AdamW \u0648Lion \u0648\u0645\u064f\u062d\u0633\u0650\u0651\u0646\u0627\u062a \u0628\u062f\u064a\u0644\u0629\u060c \u0623\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u064f\u062d\u0633\u0650\u0651\u0646 \u064a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644\u064d \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0643\u0644\u064d\u0651 \u0645\u0646 \u0633\u0631\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0645\u0648\u0627\u0631\u062f. \u0648\u064a\u0645\u0643\u0646 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u064f\u062d\u0633\u0650\u0651\u0646 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0643 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0623\u0646 \u064a\u064f\u0642\u0644\u0650\u0651\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0645\u0642\u062f\u0627\u0631 20-30%.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0648\u0627\u0644\u0636\u063a\u0637<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0642\u0644\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u062f\u0642\u0629 \u0645\u062e\u062a\u0644\u0637\u0629 (\u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0641\u0627\u0635\u0644\u0629 \u0627\u0644\u0639\u0627\u0626\u0645\u0629 16 \u0628\u062a \u064832 \u0628\u062a) \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u064a\u064f\u0633\u0631\u0651\u0639 \u0627\u0644\u062d\u0633\u0627\u0628. \u0643\u0645\u0627 \u0623\u0646 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644\u0627\u062a 8 \u0628\u062a \u0623\u0648 \u062d\u062a\u0649 4 \u0628\u062a \u064a\u064f\u0642\u0644\u0644 \u0645\u0646 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u0646\u0634\u0631 \u062f\u0648\u0646 \u0641\u0642\u062f\u0627\u0646 \u0643\u0627\u0631\u062b\u064a \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0623\u0638\u0647\u0631\u062a \u062a\u062c\u0627\u0631\u0628 \u062c\u0627\u0645\u0639\u0629 \u0643\u0648\u0644\u0648\u0645\u0628\u064a\u0627 \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0646\u062c\u0627\u062d \u062a\u062f\u0631\u064a\u0628 LoRA \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u062a\u0645 \u062a\u0643\u0645\u064a\u0645\u0647\u0627 \u0625\u0644\u0649 8 \u0628\u062a\u0627\u062a\u060c \u0645\u0639 \u0646\u0645\u0627\u0630\u062c 4 \u0628\u062a\u0627\u062a \u062a\u0645 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style=\"font-weight: 400;\">\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629\u060c \u0623\u0648 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629\u060c \u0623\u0648 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0627\u0644\u062e\u0628\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u062a\u0648\u0641\u0631 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0648\u062e\u062f\u0645\u0627\u062a \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u062c\u062f\u0648\u0649 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0623\u0641\u0636\u0644. \u0648\u062a\u062a\u064a\u062d \u0645\u0631\u0648\u0646\u0629 \u062a\u0642\u0644\u064a\u0635 \u062d\u062c\u0645 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0623\u0648 \u0625\u064a\u0642\u0627\u0641\u0647\u0627 \u062a\u0645\u0627\u0645\u064b\u0627 \u062a\u062c\u0646\u0628 \u0645\u062e\u0627\u0637\u0631 \u0636\u064a\u0627\u0639 \u0631\u0623\u0633 \u0627\u0644\u0645\u0627\u0644 \u0627\u0644\u0645\u0633\u062a\u062b\u0645\u0631.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone wp-image-35352 size-full\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-28.webp\" alt=\"\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629\u060c \u0648\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\" width=\"1466\" height=\"975\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-28.webp 1466w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-28-300x200.webp 300w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-28-1024x681.webp 1024w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-28-768x511.webp 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2026\/03\/image2-28-18x12.webp 18w\" sizes=\"(max-width: 1466px) 100vw, 1466px\" \/><\/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=\"283\" height=\"76\" 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: 283px) 100vw, 283px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u062e\u0641\u0636 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0642\u0628\u0644 \u0627\u0644\u0628\u062f\u0621<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0625\u0646 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0645\u0643\u0644\u0641 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0628\u0633\u0628\u0628 \u0627\u0644\u062d\u0648\u0633\u0628\u0629\u060c \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0628\u0633\u0628\u0628 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u062e\u062a\u064a\u0627\u0631\u0627\u062a \u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. <\/span><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\u0639\u0645\u0644 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629 - \u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u062a\u0635\u0645\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062e\u0635\u0635\u0629\u060c \u0648\u0625\u0639\u062f\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u062d\u064a\u062b \u064a\u062a\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u064f\u0642\u062f\u0651\u0631 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0637\u0627\u0644\u0628 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0639\u0627\u0645 2026\u060c \u0641\u0645\u0646 \u0627\u0644\u0645\u0641\u064a\u062f \u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0642\u0628\u0644 \u062a\u062e\u0635\u064a\u0635 \u0645\u064a\u0632\u0627\u0646\u064a\u0627\u062a \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629. \u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627 <\/span><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;\"> \u0644\u062a\u0642\u064a\u064a\u0645 \u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0641\u064a\u0647\u0627 \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0642\u0628\u0644 \u0628\u062f\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span style=\"font-weight: 400;\">\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0647\u0646\u0627\u0643 \u0639\u062f\u0629 \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u062a\u0639\u064a\u062f \u062a\u0634\u0643\u064a\u0644 \u0645\u0634\u0647\u062f \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0623\u0638\u0647\u0631 \u0625\u0635\u062f\u0627\u0631 OpenAI \u0644\u0646\u0645\u0648\u0630\u062c GPT-5.3-Codex \u0641\u064a \u0641\u0628\u0631\u0627\u064a\u0631 2026 (\u0627\u0644\u0630\u064a \u0623\u064f\u0639\u0644\u0646 \u0639\u0646\u0647 \u0641\u064a 5 \u0641\u0628\u0631\u0627\u064a\u0631 2026) \u0643\u0641\u0627\u0621\u0629\u064b \u0623\u0639\u0644\u0649 \u0628\u0645\u0642\u062f\u0627\u0631 25% \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0633\u0627\u0628\u0642\u0647. \u0648\u0645\u0639 \u062a\u062d\u0633\u0651\u0646 \u0628\u0646\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u062a\u0642\u0644\u0651 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0645\u0645\u0627\u062b\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0648\u062a\u0633\u062a\u0645\u0631 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0623\u064a\u0636\u064b\u0627. \u0625\u0630 \u062a\u064f\u0642\u062f\u0645 \u0623\u062c\u064a\u0627\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0627\u0642\u0628\u0629 \u0645\u0646 NVIDIA \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0645\u0644\u0645\u0648\u0633\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u0643\u0644 \u0648\u0627\u0637\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0631\u0623\u0633\u0645\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0644\u0643\u0646 \u0631\u0628\u0645\u0627 \u0627\u0644\u0623\u0647\u0645 \u0645\u0646 \u0630\u0644\u0643\u060c \u0623\u0646 \u0625\u062a\u0627\u062d\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0644\u0644\u062c\u0645\u064a\u0639 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u062a\u064f\u063a\u064a\u0631 \u062c\u0630\u0631\u064a\u0627\u064b \u0645\u0646 \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646. \u0641\u0645\u0627 \u0643\u0627\u0646 \u064a\u062a\u0637\u0644\u0628 \u0645\u0644\u064a\u0648\u0646\u0627\u064b \u0648\u0623\u0631\u0628\u0639\u0645\u0627\u0626\u0629 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0641\u064a \u0639\u0627\u0645 2023\u060c \u0642\u062f \u064a\u0635\u0628\u062d \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u062d\u0642\u064a\u0642 \u0628\u0623\u0644\u0641 \u062f\u0648\u0644\u0627\u0631 \u0641\u0642\u0637 \u0641\u064a \u0639\u0627\u0645 2026 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u064a \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0642\u0644 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0641\u0639\u0627\u0644\u0629.<\/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\u0645 \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 \u062a\u062f\u0631\u064a\u0628 GPT-4 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0628\u062d\u0633\u0628 \u062a\u0642\u0631\u064a\u0631 \u0645\u0624\u0634\u0631 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0639\u0627\u0645 2024\u060c \u0648\u062a\u0642\u0627\u0631\u064a\u0631 \u0635\u062d\u064a\u0641\u0629 \u0648\u0648\u0644 \u0633\u062a\u0631\u064a\u062a \u062c\u0648\u0631\u0646\u0627\u0644\u060c \u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u062a\u062f\u0631\u064a\u0628 GPT-4 \u0628\u064a\u0646 78 \u0648100 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a. \u0648\u064a\u0634\u0645\u0644 \u0630\u0644\u0643 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u062d\u0648\u0633\u0628\u0629\u060c \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629 \u062e\u0644\u0627\u0644 \u0641\u062a\u0631\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0623\u0645\u0627 \u062a\u0643\u0644\u0641\u0629 \u062a\u062f\u0631\u064a\u0628 Gemini Ultra\u060c \u0641\u062a\u0642\u062f\u0631 \u0628\u0646\u062d\u0648 191 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\u060c \u0648\u0641\u0642\u064b\u0627 \u0644\u062a\u0642\u0631\u064a\u0631 \u0645\u0624\u0634\u0631 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0639\u0627\u0645 2024.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u062a\u062f\u0631\u064a\u0628 \u0637\u0627\u0644\u0628 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0628\u0623\u0642\u0644 \u0645\u0646 $100,000\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0646\u0639\u0645\u060c \u0648\u0644\u0643\u0646 \u0645\u0639 \u0642\u064a\u0648\u062f \u0643\u0628\u064a\u0631\u0629 \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0642\u062f\u0631\u0627\u062a\u0647. \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0648\u062b\u0642\u0629 \u0641\u064a \u0648\u0631\u0642\u0629 FLM-101B \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0623\u0635\u063a\u0631 (\u0645\u0646 \u0645\u0644\u064a\u0627\u0631 \u0625\u0644\u0649 20 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644) \u0636\u0645\u0646 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 $100,000 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0649 \u0641\u0639\u0651\u0627\u0644\u0629\u060c \u0648\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0645\u064f\u062d\u0633\u0651\u0646\u0629\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0645\u0648\u0627\u0631\u062f. \u064a\u064f\u0639\u062f\u0651 \u0636\u0628\u0637 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0645\u0639\u0638\u0645 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0631\u062e\u0635: \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0628\u0631\u0646\u0627\u0645\u062c \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0639\u0628\u0631 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0623\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062d\u0644\u064a\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u0639\u062a\u0645\u062f \u0630\u0644\u0643 \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0641\u0642\u062f \u0623\u0638\u0647\u0631\u062a \u062f\u0631\u0627\u0633\u0629 \u0623\u062c\u0631\u062a\u0647\u0627 \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0631\u0646\u064a\u062c\u064a \u0645\u064a\u0644\u0648\u0646 \u0623\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u062d\u0644\u064a \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u064f\u0639\u0627\u062f\u0644 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0641\u064a \u063a\u0636\u0648\u0646 12 \u0625\u0644\u0649 18 \u0634\u0647\u0631\u064b\u0627 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u062f\u064a\u0647\u0627 \u0623\u062d\u0645\u0627\u0644 \u0639\u0645\u0644 \u0645\u0633\u062a\u062f\u0627\u0645\u0629 \u0648\u0645\u062a\u0648\u0642\u0639\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 10,000 \u0633\u0627\u0639\u0629 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0633\u0646\u0648\u064a\u064b\u0627. \u0648\u062a\u064f\u0639\u062f\u0651 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629\u060c \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629\u060c \u0623\u0648 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0627\u0644\u062e\u0628\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0647\u064a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c LLM \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u062a\u062f\u0631\u064a\u0628\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u062a\u0634\u064a\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062a\u064a \u0623\u062c\u0631\u0627\u0647\u0627 \u0641\u0631\u064a\u0642 WiNGPT \u0625\u0644\u0649 \u0623\u0646 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0637\u0648\u0627\u0644 \u0641\u062a\u0631\u0629 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0641\u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0639\u062f\u0651 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u062a\u0643\u0644\u0641\u0629 \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 (\u0645\u0639 \u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u062f\u0648\u0631\u064a\u0629)\u060c \u064a\u0633\u062a\u0645\u0631 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0634\u0643\u0644 \u0645\u062a\u0648\u0627\u0635\u0644 \u0637\u0627\u0644\u0645\u0627 \u064a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646. \u0648\u0642\u062f \u062a\u062a\u0643\u0628\u062f \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0627\u062a \u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0645\u0626\u0627\u062a \u0627\u0644\u0622\u0644\u0627\u0641 \u0645\u0646 \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0634\u0647\u0631\u064a\u064b\u0627 \u0641\u064a \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0647\u0644 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u064a\u0642 \u0623\u0631\u062e\u0635 \u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0623\u0631\u062e\u0635 \u0628\u0643\u062b\u064a\u0631. \u0642\u062f \u062a\u0643\u0644\u0641 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0645\u0627 \u0628\u064a\u0646 60 \u064890 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631. \u0641\u0628\u064a\u0646\u0645\u0627 \u062a\u0643\u0644\u0641 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0637\u0648\u0631\u0629 \u0645\u062b\u0644 GPT-4 \u0645\u0627 \u0628\u064a\u0646 78 \u0648100 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0641\u0625\u0646 \u0636\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0646\u0641\u0633\u0647\u0627 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u064a\u0643\u0644\u0641 \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u0628\u064a\u0646 5000 \u064850000 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a. \u0648\u0642\u062f \u0623\u0638\u0647\u0631 \u0628\u062d\u062b \u0623\u062c\u0631\u062a\u0647 \u0627\u0644\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0641\u064a \u0643\u0648\u0644\u0648\u0645\u0628\u064a\u0627 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0641\u064a \u063a\u0636\u0648\u0646 7 \u0633\u0627\u0639\u0627\u062a \u0641\u0642\u0637 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0646\u0648\u0639 NVIDIA T4.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0645\u0627 \u0647\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (LLM) \u0628\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0630\u064a \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629\u060c \u062a\u064f\u0639\u062f\u0651 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a NVIDIA T4 (\u0628\u0630\u0627\u0643\u0631\u0629 \u0648\u0635\u0648\u0644 \u0639\u0634\u0648\u0627\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 \u0633\u0639\u0629 16 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a) \u062e\u064a\u0627\u0631\u064b\u0627 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0628\u0633\u0639\u0631 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 $2 \u0648$4 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0623\u0643\u062b\u0631 \u062c\u062f\u064a\u0629\u060c \u0641\u062a\u064f\u0642\u062f\u0651\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a A100 \u0623\u0648 H100 \u0623\u062f\u0627\u0621\u064b \u0623\u0641\u0636\u0644 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0631\u062a\u0641\u0627\u0639 \u0623\u0633\u0639\u0627\u0631\u0647\u0627 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629. \u0648\u062a\u0628\u0644\u063a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0648\u062d\u062f\u0629 A800 80G \u062d\u0648\u0627\u0644\u064a $0.79 \u0641\u064a \u0627\u0644\u0633\u0627\u0639\u0629\u060c \u0648\u0641\u0642\u064b\u0627 \u0644\u0628\u062d\u062b \u0646\u064f\u0634\u0631 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 arXiv \u062d\u0648\u0644 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0627\u062a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a.<\/p>\n<\/div>\n<\/div>\n<div class=\"faq-question\">\n<h3 class=\"faq-q\">\u0643\u064a\u0641 \u062a\u064f\u063a\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0645\u062b\u0644 gpt-oss \u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629\u061f<\/h3>\n<div>\n<p class=\"faq-a\">\u064a\u064f\u062d\u062f\u062b \u0625\u0635\u062f\u0627\u0631 OpenAI \u0644\u0646\u0645\u0648\u0630\u062c\u064a gpt-oss-120b \u0648 gpt-oss-20b \u0641\u064a \u0645\u0627\u0631\u0633 2026\u060c \u0628\u0645\u0648\u062c\u0628 \u062a\u0631\u062e\u064a\u0635 Apache 2.0\u060c \u062a\u063a\u064a\u064a\u0631\u064b\u0627 \u062c\u0630\u0631\u064a\u064b\u0627 \u0641\u064a \u0645\u0639\u0627\u062f\u0644\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629. \u0625\u0630 \u064a\u064f\u0645\u0643\u0646 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0622\u0646 \u062a\u062d\u0645\u064a\u0644 \u0623\u062d\u062f\u062b \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0636\u0628\u0637\u0647\u0627 \u0628\u062f\u0642\u0629 \u0644\u062a\u0644\u0628\u064a\u0629 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0647\u0627 \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u0645\u062a\u062c\u0627\u0648\u0632\u0629\u064b \u0628\u0630\u0644\u0643 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0628\u0627\u0647\u0638\u0629 \u0644\u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631. \u0648\u0647\u0630\u0627 \u064a\u064f\u062a\u064a\u062d \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629.<\/p>\n<h2><span style=\"font-weight: 400;\">\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0645\u062b\u0644 \u062a\u062f\u0631\u064a\u0628 \u0645\u062a\u062e\u0635\u0635 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0627\u0644\u062a\u0632\u0627\u0645\u064b\u0627 \u0645\u0627\u0644\u064a\u064b\u0627 \u0636\u062e\u0645\u064b\u0627 \u0644\u0627 \u064a\u0643\u0648\u0646 \u0645\u0646\u0637\u0642\u064a\u064b\u0627 \u0625\u0644\u0627 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0641\u0631\u064a\u062f\u0629 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0645\u0628\u0627\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u062c\u0644.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0641\u064a \u0645\u0639\u0638\u0645 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u064a\u064f\u062d\u0642\u0642 \u0636\u0628\u0637 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0642\u064a\u0645\u0629\u064b \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 80 \u064890 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0631\u0648\u0628\u064a\u0629 \u0628\u062a\u0643\u0644\u0641\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 5 \u064810 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0631\u0648\u0628\u064a\u0629. \u0648\u0642\u062f \u0633\u0627\u0647\u0645 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0645\u0646 OpenAI \u0648Meta \u0648Mistral \u0648\u063a\u064a\u0631\u0647\u0627 \u0641\u064a \u062c\u0639\u0644 \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0645 \u062a\u0643\u0646 \u0644\u062a\u0641\u0643\u0631 \u0641\u064a \u0630\u0644\u0643 \u0642\u0628\u0644 \u062b\u0644\u0627\u062b \u0633\u0646\u0648\u0627\u062a.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0644\u064a\u0633 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0628\u0625\u0645\u0643\u0627\u0646\u0643 \u062a\u062d\u0645\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u060c \u0628\u0644 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0628\u0625\u0645\u0643\u0627\u0646\u0643 \u062a\u062d\u0645\u0644 \u0639\u062f\u0645 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062b\u0645\u0631\u0629 \u0628\u0627\u0644\u0641\u0639\u0644 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0647\u0644 \u0623\u0646\u062a\u0645 \u0645\u0633\u062a\u0639\u062f\u0648\u0646 \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a (LLM) \u0641\u064a \u0645\u0624\u0633\u0633\u062a\u0643\u0645\u061f \u0627\u0628\u062f\u0623\u0648\u0627 \u0628\u062a\u0642\u064a\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a\u0643\u0645 \u0627\u0644\u062e\u0627\u0635\u0629. \u0627\u062d\u0633\u0628\u0648\u0627 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 \u0623\u062f\u0648\u0627\u062a \u062d\u0633\u0627\u0628 \u062a\u0643\u0644\u0641\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629. \u0648\u0627\u0644\u0623\u0647\u0645 \u0645\u0646 \u0630\u0644\u0643\u060c \u0627\u0628\u062f\u0623\u0648\u0627 \u0628\u062a\u062c\u0627\u0631\u0628 \u0636\u0628\u0637 \u062f\u0642\u064a\u0642\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0635\u063a\u064a\u0631 \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629.<\/span><\/p>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Quick Summary: Training an LLM from scratch costs between $78 million and $192 million for frontier models like GPT-4 and Gemini Ultra 1.0, driven by massive GPU clusters, electricity, data acquisition, and engineering talent. Smaller models can be trained for $50,000-$500,000 using cloud infrastructure or under $100,000 with efficient optimization techniques, but organizations face ongoing [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":35351,"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-35350","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>Cost of Training LLM From Scratch in 2026: Real Numbers<\/title>\n<meta name=\"description\" content=\"Training LLMs from scratch costs $78M-$192M for frontier models. 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