{"id":1104,"date":"2026-06-15T18:14:21","date_gmt":"2026-06-15T18:14:21","guid":{"rendered":"https:\/\/convly.ai\/deepseek-v4-vs-qwen3-2026\/"},"modified":"2026-08-01T06:46:42","modified_gmt":"2026-08-01T06:46:42","slug":"deepseek-v4-vs-qwen3-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/deepseek-v4-vs-qwen3-2026\/","title":{"rendered":"\u0645\u0642\u0627\u0628\u0644\u0629 DeepSeek V4 \u0636\u062f Qwen3.7 Max: \u0627\u0644\u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0643\u0628\u0631\u0649 \u0644\u0639\u0627\u0645 \u0662\u0660\u0662\u0666"},"content":{"rendered":"<p>Six weeks apart this spring, China&#8217;s two most-watched AI labs each shipped a new flagship. DeepSeek dropped V4 on April 24 \u2014 1.6 trillion parameters, MIT-licensed, weights on Hugging Face the same day. Alibaba answered on May 20 with Qwen3.7 Max, a closed-weight reasoning model with a million-token context and a price tag to match its ambition.<\/p>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0648\u0631\u0642\u060c \u064a\u0628\u062f\u0648 \u0623\u0646\u0647\u0645\u0627 \u0645\u062a\u0646\u0627\u0641\u0633\u0627\u0646. \u0644\u0643\u0646 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u064a\u0633\u062a\u0647\u062f\u0641 \u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u0634\u0631\u064a\u062d\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0645\u0634\u062a\u0631\u064a\u0646. \u0623\u062d\u062f\u0647\u0645\u0627 \u0647\u0648 \u0623\u0631\u062e\u0635 \u0646\u0645\u0648\u0630\u062c \u00ab\u0641\u0631\u0648\u0646\u062a\u064a\u0631\u00bb \u062c\u0627\u062f \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644\u0647 \u0628\u0646\u0641\u0633\u0643\u061b \u0648\u0627\u0644\u0622\u062e\u0631 \u0647\u0648 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0645\u062a\u0637\u0648\u0631\u0629 \u0648\u0623\u0633\u0631\u0639 \u062a\u0633\u062a\u0623\u062c\u0631\u0647\u0627 \u0628\u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0631\u0642\u0645\u064a. \u062a\u062d\u0644\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0641\u0648\u0642 \u0641\u064a\u0647\u0627 \u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u2014 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0648\u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0627\u0644\u0633\u0631\u0639\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u0630\u064a \u064a\u0646\u0647\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u062c\u062f\u0627\u0644\u0627\u062a\u060c \u0623\u0644\u0627 \u0648\u0647\u0648 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0631\u0642\u0645\u064a.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a<\/h3>\n<ul>\n<li><strong>\u0645\u062a\u0642\u0627\u0631\u0628\u0627\u0646 \u062c\u062f\u064b\u0651\u0627 \u0641\u064a \u0627\u0644\u062a\u0631\u0645\u064a\u0632.<\/strong> \u0628\u0644\u063a\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627 \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0645\u0648\u0631\u062f SWE-bench 80.6% (DeepSeek V4-Pro) \u0645\u0642\u0627\u0628\u0644 80.4% (Qwen3.7 Max) \u2014 \u0628\u0641\u0627\u0631\u0642 \u0644\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u062e\u0637\u0623 \u0627\u0644\u062a\u0642\u0631\u064a\u0628.<\/li>\n<li><strong>\u062a\u062a\u0641\u0648\u0642 \u0643\u0648\u064a\u0646 \u0628\u0641\u0627\u0631\u0642 \u0636\u0626\u064a\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0641\u0637\u0631\u064a.<\/strong> \u0623\u0639\u0637\u062a\u0647 \u00abIndependent Artificial Analysis\u00bb 57 \u0646\u0642\u0637\u0629 \u0641\u064a \u00ab\u0645\u0624\u0634\u0631 \u0627\u0644\u0630\u0643\u0627\u0621\u00bb \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0627\u060c \u0645\u0642\u0627\u0628\u0644 52 \u0646\u0642\u0637\u0629 \u0644\u0640\u00abDeepSeek V4-Pro\u00bb.<\/li>\n<li><strong>DeepSeek \u0623\u0631\u062e\u0635 \u0628\u0643\u062b\u064a\u0631.<\/strong> \u064a\u0633\u062a\u0647\u0644\u0643 V4-Pro $0.435\/$0.87 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u062a\u0648\u0643\u0646 \u0625\u062f\u062e\u0627\u0644\/\u0625\u062e\u0631\u0627\u062c\u061b \u0623\u0645\u0627 Qwen3.7 Max \u0641\u064a\u0633\u062a\u0647\u0644\u0643 $2.50\/$7.50 \u2014 \u0623\u064a \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 6 \u0625\u0644\u0649 9 \u0623\u0636\u0639\u0627\u0641.<\/li>\n<li><strong>\u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u064a\u0643\u0645\u0646 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0648\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u063a\u0644\u0642.<\/strong> <a href=\"https:\/\/convly.ai\/ar\/deepseek-v4\/\">DeepSeek V4<\/a> ships open weights you can self-host; Qwen3.7 Max is API-only, with no open release as of June 2026.<\/li>\n<li><strong>\u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u0637\u0627\u0644\u0628 \u0628\u0633\u064a\u0627\u0642 \u064a\u062a\u0623\u0644\u0641 \u0645\u0646 1M \u062a\u0648\u0643\u0646<\/strong> \u2014 \u0644\u0643\u0646 \u00ab\u0643\u0648\u064a\u0646\u00bb \u0623\u0633\u0631\u0639 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638\u060c \u062d\u064a\u062b \u062a\u0628\u0644\u063a \u0633\u0631\u0639\u062a\u0647\u0627 \u062d\u0648\u0627\u0644\u064a 193 \u0631\u0645\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640\u00ab\u062f\u064a\u0628\u0633\u064a\u0643\u00bb \u0627\u0644\u062a\u064a \u062a\u0628\u0644\u063a \u0633\u0631\u0639\u062a\u0647\u0627 \u062d\u0648\u0627\u0644\u064a 80 \u0631\u0645\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629.<\/li>\n<li><strong>\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0639\u0627\u064a\u064a\u0631 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0648\u0631\u062f\u064a\u0646 \u0628\u062d\u0630\u0631.<\/strong> \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0628\u0627\u0631\u0632\u0629 \u0647\u064a \u0623\u0631\u0642\u0627\u0645 \u0623\u0628\u0644\u063a\u062a \u0639\u0646\u0647\u0627 \u0627\u0644\u062c\u0647\u0627\u062a \u0627\u0644\u0645\u0639\u0646\u064a\u0629 \u0628\u0646\u0641\u0633\u0647\u0627 \u0648\u0644\u0645 \u064a\u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644 \u062d\u062a\u0649 \u0627\u0644\u0622\u0646.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a705d495a865\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #000000;color:#000000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a705d495a865\"  aria-label=\"\u062a\u0628\u062f\u064a\u0644\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/convly.ai\/ar\/deepseek-v4-vs-qwen3-2026\/#The_two_models_at_a_glance\" >\u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u0627\u0632\u064a\u0646<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/deepseek-v4-vs-qwen3-2026\/#Coding_a_dead_heat_on_the_headline_benchmark\" >\u0627\u0644\u0628\u0631\u0645\u062c\u0629: \u062a\u0639\u0627\u062f\u0644 \u062a\u0627\u0645 \u0641\u064a \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0631\u0626\u064a\u0633\u064a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/deepseek-v4-vs-qwen3-2026\/#Reasoning_and_general_intelligence\" >\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0646\u0637\u0642\u064a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0639\u0627\u0645<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/deepseek-v4-vs-qwen3-2026\/#Context_speed_and_the_verbosity_tax\" >\u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0627\u0644\u0633\u0631\u0639\u0629\u060c \u0648\u00ab\u0636\u0631\u064a\u0628\u0629 \u0627\u0644\u0625\u0633\u0647\u0627\u0628\u00bb<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/deepseek-v4-vs-qwen3-2026\/#Price_where_the_gap_becomes_a_chasm\" >\u0627\u0644\u0633\u0639\u0631: \u062d\u064a\u062b \u062a\u062a\u062d\u0648\u0644 \u0627\u0644\u0641\u062c\u0648\u0629 \u0625\u0644\u0649 \u0647\u0627\u0648\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/deepseek-v4-vs-qwen3-2026\/#Which_one_should_you_actually_run\" >\u0641\u0623\u064a\u0647\u0645\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0634\u063a\u0644\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/deepseek-v4-vs-qwen3-2026\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/deepseek-v4-vs-qwen3-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/deepseek-v4-vs-qwen3-2026\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_two_models_at_a_glance\"><\/span>\u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u0627\u0632\u064a\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u062a\u0645 \u0637\u0631\u062d DeepSeek V4 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0628\u062d\u062c\u0645\u064a\u0646. \u064a\u064f\u0639\u062f V4-Pro \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0643\u0628\u0631 \u062d\u062c\u0645\u064b\u0627: \u062d\u064a\u062b \u064a\u0628\u0644\u063a \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a 1.6 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639 49 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629 \u0646\u0634\u0637\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632\u060c \u0648\u0647\u0648 \u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u062a\u0635\u0645\u064a\u0645 \u00ab\u0645\u0632\u064a\u062c \u0627\u0644\u062e\u0628\u0631\u0627\u0621\u00bb (Mixture-of-Experts) \u0627\u0644\u0645\u062a\u0641\u0631\u0642. \u0648\u0647\u0646\u0627\u0643 \u0623\u064a\u0636\u064b\u0627 V4-Flash\u060c \u0648\u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 284B\/13B \u0645\u062e\u0635\u0635 \u0644\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0623\u0639\u0644\u0649 \u0625\u0646\u062a\u0627\u062c\u064a\u0629. \u0648\u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u062f\u0639\u0645\u0627\u0646 \u0633\u064a\u0627\u0642\u064b\u0627 \u0631\u0626\u064a\u0633\u064a\u064b\u0651\u0627 \u064a\u0636\u0645 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0648\u0645\u062e\u0631\u062c\u0627\u062a \u0642\u0635\u0648\u0649 \u0643\u0628\u064a\u0631\u0629 \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u0639\u062a\u0627\u062f \u062a\u0628\u0644\u063a 384 \u0623\u0644\u0641\u064b\u0627\u060c \u0648\u0643\u0644\u0627\u0647\u0645\u0627 \u062a\u0645 \u0625\u0635\u062f\u0627\u0631\u0647\u0645\u0627 \u0628\u0645\u0648\u062c\u0628 \u062a\u0631\u062e\u064a\u0635 MIT \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u060c \u0645\u0639 \u062a\u0648\u0641\u0631 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face.<\/p>\n<p>\u064a\u064f\u0639\u062f Qwen 3.7 Max \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0645\u062e\u062a\u0644\u0641\u064b\u0627 \u062a\u0645\u0627\u0645\u064b\u0627. \u0644\u0645 \u062a\u0643\u0634\u0641 \u0634\u0631\u0643\u0629 Alibaba \u0639\u0646 \u0639\u062f\u062f \u0645\u0639\u0644\u0645\u0627\u062a\u0647 \u2014 \u0648\u064a\u064f\u0642\u062f\u0650\u0651\u0631 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0648\u0646 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0648\u0646 \u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0628\u0646\u062d\u0648 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0644\u0645\u0629 \u0641\u064a \u0646\u0645\u0648\u0630\u062c MoE \u0645\u062a\u0641\u0631\u0642 \u2014 \u0648\u0627\u0644\u0623\u0647\u0645 \u0645\u0646 \u0630\u0644\u0643\u060c \u0623\u0646\u0647 \u0646\u0645\u0648\u0630\u062c \u0645\u063a\u0644\u0642 \u0627\u0644\u0648\u0632\u0646 \u0648\u0645\u062a\u0627\u062d \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0641\u0642\u0637. \u0644\u0627 \u062a\u0648\u062c\u062f \u0646\u0633\u062e\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0632\u064a\u0644 \u062d\u062a\u0649 \u064a\u0648\u0646\u064a\u0648 2026\u060c \u0648\u0647\u0648 \u062e\u0631\u0648\u062c \u0645\u0644\u062d\u0648\u0638 \u0639\u0646 \u062a\u0631\u0627\u062b Qwen \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 (\u0644\u0627 \u062a\u0632\u0627\u0644 \u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a 3.6 \u062a\u0648\u0641\u0631 \u0646\u0645\u0627\u0630\u062c \u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u062b\u0644 \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0643\u062b\u064a\u0641\u0629 \u0630\u0627\u062a \u0627\u0644\u064027 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629). \u064a\u064f\u0642\u062f\u064e\u0651\u0645 Qwen3.7 Max \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0643\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0644\u0648\u0643\u064a\u0644\u060c \u062d\u064a\u062b \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0633\u0644\u0633\u0644\u0629 \u062a\u0641\u0643\u064a\u0631 \u0645\u0648\u0633\u0639\u0629 \u0642\u0628\u0644 \u0623\u0646 \u064a\u0642\u062f\u0645 \u0625\u062c\u0627\u0628\u062a\u0647.<\/p>\n<p>\u0647\u0630\u0627 \u0627\u0644\u0625\u0637\u0627\u0631 \u0645\u0647\u0645 \u0644\u0645\u0627 \u0633\u064a\u0623\u062a\u064a \u0628\u0639\u062f \u0630\u0644\u0643. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0623\u0646 \u062a\u0641\u0647\u0645 \u0633\u0628\u0628 \u0633\u0639\u064a \u0643\u0644\u0627 \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u064a\u0646 \u062c\u0627\u0647\u062f\u064a\u0646 \u0644\u062a\u062d\u0642\u064a\u0642 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 <a href=\"\/ar\/deepseek-explained-2026\/\">\u062a\u0642\u0631\u064a\u0631 \u062a\u0648\u0636\u064a\u062d\u064a \u062d\u0648\u0644 \u0635\u0639\u0648\u062f \u0634\u0631\u0643\u0629 DeepSeek<\/a> \u064a\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a<\/th>\n<th>\u062f\u064a\u0628 \u0633\u064a\u0643 V4-Pro<\/th>\n<th>\u0643\u0648\u064a\u06463.7 \u0643\u062d\u062f \u0623\u0642\u0635\u0649<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0623\u064f\u0637\u0644\u0650\u0642\u064e<\/td>\n<td>24 \u0623\u0628\u0631\u064a\u0644 2026<\/td>\n<td>20 \u0645\u0627\u064a\u0648 2026<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0623\u0648\u0632\u0627\u0646<\/td>\n<td>\u0645\u0641\u062a\u0648\u062d (MIT\u060c \u0639\u0644\u0649 Hugging Face)<\/td>\n<td>\u0645\u063a\u0644\u0642 \/ \u0645\u062a\u0627\u062d \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0641\u0642\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 (\u0627\u0644\u0628\u0627\u0631\u0627\u0645\u062a\u0631\u0627\u062a)<\/td>\n<td>1.6 \u062a\u064a\u0631\u0627 \u0625\u062c\u0645\u0627\u0644\u064a \/ 49 \u0645\u0644\u064a\u0627\u0631 \u0646\u0634\u0637 (\u0648\u0632\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645)<\/td>\n<td>\u0644\u0645 \u064a\u064f\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0631\u0642\u0645 (\u062a\u0642\u062f\u064a\u0631: \u062d\u0648\u0627\u0644\u064a 1 \u062a\u064a\u0631\u0627\u060c \u0647\u0627\u0645\u0634 \u0627\u0644\u062e\u0637\u0623)<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642<\/td>\n<td>\u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 (Token)<\/td>\n<td>\u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 (Token)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u0625\u062e\u0631\u0627\u062c<\/td>\n<td>384,000 \u062a\u0648\u0643\u0646<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a 65,000 \u062a\u0648\u0643\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0639\u0631 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a (\/\u0645)<\/td>\n<td>$0.435<\/td>\n<td>$2.50<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0639\u0631 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a (\/\u0645)<\/td>\n<td>$0.87<\/td>\n<td>$7.50<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0631\u0639\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a 80 \u062a\u0648\u0643\u0646 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a 193 \u0631\u0645\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"Coding_a_dead_heat_on_the_headline_benchmark\"><\/span>\u0627\u0644\u0628\u0631\u0645\u062c\u0629: \u062a\u0639\u0627\u062f\u0644 \u062a\u0627\u0645 \u0641\u064a \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0631\u0626\u064a\u0633\u064a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0630\u064a \u064a\u062a\u062d\u0642\u0642 \u0645\u0646\u0647 \u0627\u0644\u062c\u0645\u064a\u0639 \u0623\u0648\u0644\u0627\u064b \u0647\u0648 \u00abSWE-bench Verified\u00bb\u060c \u0648\u0647\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0639\u0644\u0649 GitHub \u0627\u0644\u062a\u064a \u062e\u0636\u0639\u062a \u0644\u0644\u062a\u0635\u0641\u064a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629. \u0648\u0647\u0646\u0627 \u064a\u062a\u0639\u0627\u062f\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u0627\u0646 \u0641\u0639\u0644\u064a\u064b\u0651\u0627: \u062d\u064a\u062b \u064a\u0633\u062c\u0644 \u0627\u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0623\u0639\u0644\u0649 \u0644\u0640 DeepSeek (\u0627\u0644\u0630\u064a \u064a\u064f\u0633\u0645\u0649 \u0623\u062d\u064a\u0627\u0646\u064b\u0627 V4-Pro-Max) 80.6%\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0633\u062c\u0644 Qwen3.7 Max 80.4%. \u0648\u0647\u0630\u0627 \u0627\u0644\u0641\u0627\u0631\u0642 \u0644\u0627 \u064a\u0639\u062f\u0648 \u0643\u0648\u0646\u0647 \u0636\u0648\u0636\u0627\u0621.<\/p>\n<p>\u0648\u0644\u0643\u0646 \u0625\u0630\u0627 \u062a\u0639\u0645\u0642\u0646\u0627 \u0642\u0644\u064a\u0644\u0627\u064b\u060c \u062a\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0627\u062e\u062a\u0644\u0627\u0641 \u0646\u0648\u0639 \u0627\u0644\u0645\u0647\u0645\u0629. \u064a\u062d\u0642\u0642 DeepSeek \u0623\u0631\u0642\u0627\u0645\u064b\u0627 \u0645\u0630\u0647\u0644\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 \u0627\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u2014 93.5 \u0641\u064a LiveCodeBench \u0648\u062a\u0635\u0646\u064a\u0641 3,206 \u0639\u0644\u0649 Codeforces \u2014 \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062d\u0644 \u0627\u0644\u0623\u0644\u063a\u0627\u0632 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629. \u0623\u0645\u0627 \u0646\u0642\u0627\u0637 \u0642\u0648\u0629 Qwen \u0641\u062a\u0646\u062d\u0631\u0641 \u0646\u062d\u0648 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a: \u062d\u064a\u062b \u064a\u062d\u0642\u0642 60.6 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 SWE-bench Pro \u0627\u0644\u0623\u0635\u0639\u0628 \u064869.7 \u0641\u064a Terminal-Bench 2.0\u060c \u0648\u0647\u0645\u0627 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u0646 \u064a\u0642\u062f\u0651\u0631\u0627\u0646 \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0642\u0644 \u0641\u064a \u0645\u0633\u062a\u0648\u062f\u0639 \u0627\u0644\u0643\u0648\u062f (repo)\u060c \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0648\u0627\u0645\u0631\u060c \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062f\u0627\u0644\u0629 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u0642\u0637.<\/p>\n<p>\u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629: \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062d\u0644\u0642\u0627\u062a \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u201c\u0625\u0635\u0644\u0627\u062d \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0643\u0648\u062f\u201d\u060c \u064a\u062a\u0645\u062a\u0639 Qwen3.7 Max \u0628\u0645\u064a\u0632\u0629 \u0637\u0641\u064a\u0641\u0629\u061b \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062e\u0627\u0645 \u0648\u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0630\u0627\u062a \u0627\u0644\u0637\u0627\u0628\u0639 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u060c \u0641\u0625\u0646 DeepSeek \u064a\u0636\u0627\u0647\u064a\u0647 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644\u060c \u0648\u062a\u0643\u0644\u0641\u062a\u0647 \u0644\u0627 \u062a\u0645\u062b\u0644 \u0633\u0648\u0649 \u062c\u0632\u0621 \u0628\u0633\u064a\u0637 \u0645\u0646 \u062a\u0643\u0644\u0641\u062a\u0647. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0644\u0627 \u064a\u064f\u0639\u062f \u0623\u064a \u0645\u0646\u0647\u0645\u0627 \u0627\u0644\u0628\u0637\u0644 \u0627\u0644\u0645\u0637\u0644\u0642 \u0641\u064a \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u2014 \u0641\u0647\u0630\u0627 \u0627\u0644\u0644\u0642\u0628 \u0644\u0627 \u064a\u0632\u0627\u0644 \u0645\u0646 \u0646\u0635\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627 \u0627\u0644\u062a\u064a \u062a\u0646\u0627\u0648\u0644\u0646\u0627\u0647\u0627 \u0641\u064a <a href=\"\/ar\/best-local-llm-for-coding-2026\/\">best local LLM for coding guide<\/a>.<\/p>\n<p>\u0647\u0646\u0627\u0643 \u062a\u062d\u0630\u064a\u0631 \u0648\u0627\u062d\u062f \u064a\u0633\u062a\u062d\u0642 \u0627\u0644\u062a\u0643\u0631\u0627\u0631: \u0645\u0639\u0638\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0645\u0633\u062a\u0645\u062f\u0629 \u0645\u0646 \u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0639\u0629. \u0648\u062d\u062a\u0649 \u064a\u0648\u0646\u064a\u0648 2026\u060c \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629 \u0642\u0644\u064a\u0644\u0629\u060c \u0648\u0642\u062f \u062e\u0644\u0635 \u062a\u0642\u064a\u064a\u0645 \u0645\u0639\u0647\u062f CAISI (NIST) \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0646\u0638\u0627\u0645 V4-Pro \u0625\u0644\u0649 \u0623\u0646 \u0642\u062f\u0631\u0627\u062a\u0647 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u0627\u0642\u0639\u064a \u062a\u062a\u062e\u0644\u0641 \u0639\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629 \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0628\u0646\u062d\u0648 \u062b\u0645\u0627\u0646\u064a\u0629 \u0623\u0634\u0647\u0631 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645. \u064a\u062c\u0628 \u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649\u060c \u0648\u0644\u064a\u0633 \u0636\u0645\u0627\u0646\u064b\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Reasoning_and_general_intelligence\"><\/span>\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0646\u0637\u0642\u064a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0639\u0627\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0644\u0625\u062c\u0631\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u062a\u0643\u0627\u0641\u0626\u0629\u060c \u064a\u064f\u0639\u062f \u0645\u0648\u0642\u0639 \u00abArtificial Analysis\u00bb \u0627\u0644\u0645\u0631\u062c\u0639 \u0627\u0644\u0645\u062d\u0627\u064a\u062f \u0627\u0644\u0623\u0643\u062b\u0631 \u0641\u0627\u0626\u062f\u0629\u060c \u062d\u064a\u062b \u064a\u064f\u062c\u0631\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0642\u0639 \u0645\u0624\u0634\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0645\u0631\u0643\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647. \u0648\u0647\u0646\u0627\u0643\u060c \u0633\u062c\u0644 Qwen3.7 Max 57 \u0646\u0642\u0637\u0629 (\u0645\u0645\u0627 \u064a\u0636\u0639\u0647 \u0636\u0645\u0646 \u0627\u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0639\u0634\u0631\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0645\u0646 \u0628\u064a\u0646 \u0623\u0643\u062b\u0631 \u0645\u0646 150 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u062a\u0645 \u062a\u062a\u0628\u0639\u0647\u0627) \u0645\u0642\u0627\u0628\u0644 52 \u0646\u0642\u0637\u0629 \u0644\u0640 DeepSeek V4-Pro \u0641\u064a \u0625\u0639\u062f\u0627\u062f\u0627\u062a\u0647 \u0627\u0644\u0642\u0635\u0648\u0649 \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u064a\u062a\u0641\u0648\u0642 Qwen \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629\u060c \u0644\u0643\u0646 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u062d\u062a\u0644\u0627\u0646 \u0645\u0643\u0627\u0646\u0629 \u0645\u0631\u0645\u0648\u0642\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0637\u0648\u0631.<\/p>\n<p>\u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0646\u0637\u0642\u064a \u0627\u0644\u0641\u0631\u062f\u064a\u0629\u060c \u064a\u062a\u0646\u0627\u0641\u0633 \u0645\u0642\u062f\u0645\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0628\u0642\u0648\u0629. \u0633\u062c\u0644 \u0646\u0638\u0627\u0645 \u00abQwen 3.7 Max\u00bb 92.4 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 \u00abGPQA Diamond\u00bb\u060c \u0648\u0647\u0648 \u0645\u0639\u064a\u0627\u0631 \u0642\u064a\u0627\u0633\u064a \u0639\u0644\u0645\u064a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0639\u0644\u064a\u0627\u061b \u0628\u064a\u0646\u0645\u0627 \u062d\u0642\u0642 \u0646\u0638\u0627\u0645 \u00abDeepSeek V4-Pro\u00bb \u062d\u0648\u0627\u0644\u064a 90 \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0646\u0641\u0633\u0647. \u0648\u064a\u062a\u0628\u0627\u0647\u0649 \u0643\u0644\u0627 \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u064a\u0646 \u0628\u062a\u062d\u0642\u064a\u0642 \u0646\u062a\u0627\u0626\u062c \u0634\u0628\u0647 \u0645\u062b\u0627\u0644\u064a\u0629 \u0641\u064a \u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0627\u0644\u0635\u0639\u0628\u0629 \u0645\u062b\u0644 HMMT \u0648AIME 2026 \u0639\u0646\u062f\u0645\u0627 \u064a\u064f\u0633\u0645\u062d \u0644\u0647\u0645\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0648\u0633\u0639 \u2014 \u0648\u0647\u064a \u0623\u0631\u0642\u0627\u0645 \u062a\u0639\u0643\u0633 \u0642\u062f\u0631\u0629 \u0627\u0644\u062d\u0633\u0627\u0628 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0623\u0643\u062b\u0631 \u0645\u0645\u0627 \u062a\u0639\u0643\u0633 \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/p>\n<p>\u0647\u0646\u0627\u0643 \u0641\u0631\u0642 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0641\u064a \u0627\u0644\u0633\u0644\u0648\u0643. \u062a\u0645 \u0636\u0628\u0637 Qwen3.7 Max \u0644\u064a\u0645\u062a\u0646\u0639 \u0639\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u0643\u0648\u0646 \u0645\u062a\u0623\u0643\u062f\u064b\u0627 \u0645\u0646\u0647\u0627\u060c \u0645\u0645\u0627 \u0645\u0646\u062d\u0647 \u0623\u062f\u0646\u0649 \u0645\u0639\u062f\u0644 \u0644\u0644\u0647\u0644\u0648\u0633\u0629 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u062a\u0642\u0627\u0631\u064a\u0631 Qwen \u0646\u0641\u0633\u0647\u0627 (\u062d\u0648\u0627\u0644\u064a 22.9%)\u060c \u0648\u0644\u0643\u0646\u0647 \u062e\u0641\u0636 \u0623\u064a\u0636\u064b\u0627 \u062f\u0642\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0641\u064a \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0628\u062d\u062a\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646 \u062a\u0637\u0628\u064a\u0642\u0643 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 \u0648\u0643\u0646\u062a \u062a\u0641\u0636\u0644 \u0623\u0646 \u064a\u0642\u0648\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u201c\u0644\u0627 \u0623\u0639\u0631\u0641\u201d \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u062e\u062a\u0644\u0627\u0642 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a\u060c \u0641\u0647\u0630\u0647 \u0645\u064a\u0632\u0629. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f\u0647 \u0623\u0646 \u064a\u062d\u0627\u0648\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u062f\u0627\u0626\u0645\u064b\u0627\u060c \u0641\u0647\u0630\u0647 \u062e\u0627\u0635\u064a\u0629 \u063a\u0631\u064a\u0628\u0629 \u064a\u062c\u0628 \u0623\u062e\u0630\u0647\u0627 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0639\u0646\u062f \u0627\u0644\u062a\u062e\u0637\u064a\u0637.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Context_speed_and_the_verbosity_tax\"><\/span>\u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0627\u0644\u0633\u0631\u0639\u0629\u060c \u0648\u00ab\u0636\u0631\u064a\u0628\u0629 \u0627\u0644\u0625\u0633\u0647\u0627\u0628\u00bb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u064f\u0639\u0644\u0646 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0639\u0646 \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u062a\u0628\u0644\u063a 1M \u062a\u0648\u0643\u0646\u060c \u0648\u064a\u0633\u062a\u0646\u062f \u0643\u0644\u0627\u0647\u0645\u0627 \u0625\u0644\u0649 \u0622\u0644\u064a\u0629 \u00ab\u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0644\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644\u00bb \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0639\u0627\u062f\u0629 \u0635\u064a\u0627\u063a\u062a\u0647\u0627 \u2014 \u0648\u0642\u062f \u0623\u0641\u0627\u062f \u0645\u0631\u0627\u062c\u0639\u0648\u0646 \u0645\u0646 \u0623\u0637\u0631\u0627\u0641 \u062b\u0627\u0644\u062b\u0629 \u0628\u0623\u0646 \u0646\u0645\u0648\u0630\u062c Qwen \u062d\u0642\u0642 \u0645\u0639\u062f\u0644 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0642\u0648\u064a\u064b\u0651\u0627 \u062d\u062a\u0649 \u0645\u0627 \u0628\u0639\u062f \u0639\u0644\u0627\u0645\u0629 800K. \u0648\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0628\u0623\u0643\u0645\u0644\u0647 \u0623\u0648 \u0625\u062f\u062e\u0627\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0637\u0648\u064a\u0644\u0629\u060c \u0641\u0625\u0646 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0642\u0627\u062f\u0631\u0627\u0646 \u0639\u0644\u0649 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0647\u0630\u0647 \u0627\u0644\u0645\u0648\u0627\u062f.<\/p>\n<p>\u0627\u0644\u0633\u0631\u0639\u0629 \u0647\u064a \u0645\u0627 \u064a\u0645\u064a\u0632\u0647\u0645\u0627 \u0639\u0646 \u0628\u0639\u0636\u0647\u0645\u0627. \u0641\u0642\u062f \u0633\u062c\u0644 Qwen3.7 Max \u0645\u0639\u062f\u0644 \u062a\u062f\u0641\u0642 \u064a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a 193 \u062a\u0648\u0643\u0646 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0642\u0644\u0629\u061b \u0628\u064a\u0646\u0645\u0627 \u064a\u0628\u0644\u063a \u0645\u0639\u062f\u0644 DeepSeek V4-Pro \u062d\u0648\u0627\u0644\u064a 80 \u062a\u0648\u0643\u0646. \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u064a\u0643\u0648\u0646 \u0648\u0642\u062a DeepSeek \u062d\u062a\u0649 \u0638\u0647\u0648\u0631 \u0627\u0644\u062a\u0648\u0643\u0646 \u0627\u0644\u0623\u0648\u0644 \u0623\u0633\u0631\u0639 (\u062d\u0648\u0627\u0644\u064a 1.87 \u062b\u0627\u0646\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 2.65 \u062b\u0627\u0646\u064a\u0629 \u0641\u064a Qwen)\u060c \u0644\u0630\u0627 \u064a\u0628\u062f\u0648 DeepSeek \u0623\u0633\u0631\u0639 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 <em>\u0627\u0628\u062f\u0623<\/em>, \u060c \u0644\u0643\u0646 \u00abQwen\u00bb \u062a\u0646\u062c\u0632 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644 \u0623\u062c\u064a\u0627\u0644\u0627\u064b \u0637\u0648\u064a\u0644\u0629 \u0628\u0633\u0631\u0639\u0629 \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631.<\/p>\n<p>\u0643\u0645\u0627 \u0623\u0646 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u062a\u0633\u0645\u0627\u0646 \u0628\u0627\u0644\u0625\u0633\u0647\u0627\u0628 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638. \u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644 \u00ab\u0645\u0624\u0634\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u00bb\u060c \u0627\u0633\u062a\u0647\u0644\u0643 DeepSeek V4-Pro 190 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062e\u0631\u0627\u062c\u060c \u0628\u064a\u0646\u0645\u0627 \u0627\u0633\u062a\u0647\u0644\u0643 Qwen3.7 Max 97 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u2014 \u0648\u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u062a\u062c\u0627\u0648\u0632\u0627\u0646 \u0628\u0643\u062b\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644\u060c \u062d\u064a\u062b \u064a\u064f\u0639\u062f DeepSeek \u0645\u0646 \u0628\u064a\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064b\u0627 \u0644\u0644\u0631\u0645\u0648\u0632. \u0648\u064a\u0636\u0627\u0641 \u0647\u0630\u0627 \u0627\u0644\u0625\u0633\u0647\u0627\u0628 \u0625\u0644\u0649 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u2014 \u0648\u0628\u0645\u0627 \u0623\u0646 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0644\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0647\u064a \u0627\u0644\u0623\u063a\u0644\u0649 \u062b\u0645\u0646\u0627\u064b\u060c \u0641\u0625\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u00ab\u0627\u0644\u0645\u062b\u0631\u062b\u0631\u00bb \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0636\u062e\u0645 \u0641\u0627\u062a\u0648\u0631\u062a\u0643 \u0628\u0647\u062f\u0648\u0621 \u0625\u0644\u0649 \u0645\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u0628\u0643\u062b\u064a\u0631 \u0645\u0627 \u062a\u0634\u064a\u0631 \u0625\u0644\u064a\u0647 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0645\u0639\u0644\u0646\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Price_where_the_gap_becomes_a_chasm\"><\/span>\u0627\u0644\u0633\u0639\u0631: \u062d\u064a\u062b \u062a\u062a\u062d\u0648\u0644 \u0627\u0644\u0641\u062c\u0648\u0629 \u0625\u0644\u0649 \u0647\u0627\u0648\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0648\u0636\u0648\u062d\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0631\u062a\u064a\u0628\u060c \u0648\u062a\u0639\u0648\u062f \u0625\u0644\u0649 DeepSeek.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0627\u0644\u0625\u062f\u062e\u0627\u0644 \/M<\/th>\n<th>\u0627\u0644\u0625\u0646\u062a\u0627\u062c \/\u0645<\/th>\n<th>\u0642\u0631\u0627\u0621\u0629 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \/M<\/th>\n<th>\u0645\u0632\u064a\u062c AA \/M<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062f\u064a\u0628 \u0633\u064a\u0643 V4-Pro<\/td>\n<td>$0.435<\/td>\n<td>$0.87<\/td>\n<td>~$0.004<\/td>\n<td>$0.18<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u064a\u0628 \u0633\u064a\u0643 V4-Flash<\/td>\n<td>$0.14<\/td>\n<td>$0.28<\/td>\n<td>~$0.003<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>\u0643\u0648\u064a\u06463.7 \u0643\u062d\u062f \u0623\u0642\u0635\u0649<\/td>\n<td>$2.50<\/td>\n<td>$7.50<\/td>\n<td>~$0.25<\/td>\n<td>$1.43<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u064a\u064f\u0639\u062f DeepSeek V4-Pro \u0623\u0631\u062e\u0635 \u0628\u0646\u062d\u0648 \u0633\u062a\u0629 \u0623\u0636\u0639\u0627\u0641 \u0641\u064a \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0623\u0631\u062e\u0635 \u0628\u0646\u062d\u0648 \u062a\u0633\u0639\u0629 \u0623\u0636\u0639\u0627\u0641 \u0641\u064a \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 Qwen3.7 Max. \u0648\u0639\u0646\u062f \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 V4-Flash\u060c \u062a\u062a\u0633\u0639 \u0627\u0644\u0641\u062c\u0648\u0629 \u0625\u0644\u0649 \u062f\u0631\u062c\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 \u062d\u062f \u0627\u0644\u0639\u0628\u062b\u064a\u0629 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0623\u0648 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0643\u0628\u064a\u0631. \u0643\u0645\u0627 \u0623\u0646 \u0623\u0633\u0639\u0627\u0631 DeepSeek \u0639\u0646\u062f \u0625\u0635\u0627\u0628\u0629 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a (cache-hit) \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u2014 \u062a\u0642\u0627\u0631\u0628 $0.004 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0641\u064a \u0627\u0644\u0628\u0627\u062f\u0626\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629\u060c \u0648\u0647\u0648 \u062e\u0635\u0645 \u064a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a 99% \u064a\u062c\u0639\u0644 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0629 \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0648\u0627\u0644\u0645\u0633\u062a\u0642\u0631\u0629 \u0634\u0628\u0647 \u0645\u062c\u0627\u0646\u064a\u0629.<\/p>\n<p>\u062a\u0648\u0641\u0631 \u00ab\u0643\u0648\u064a\u0646\u00bb \u0623\u064a\u0636\u064b\u0627 \u062a\u062e\u0632\u064a\u0646\u064b\u0627 \u0645\u0624\u0642\u062a\u064b\u0627 \u0633\u0631\u064a\u0639\u064b\u0627 (\u062a\u0628\u0644\u063a \u0633\u0631\u0639\u0629 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u062d\u0648\u0627\u0644\u064a $0.25\/M\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0645\u062b\u0644 \u0627\u0646\u062e\u0641\u0627\u0636\u064b\u0627 \u0628\u0645\u0642\u062f\u0627\u0631 90%)\u060c \u0648\u0648\u0641\u0642\u064b\u0627 \u0644\u0644\u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0645\u0631\u0643\u0628 \u0627\u0644\u0630\u064a \u0648\u0636\u0639\u062a\u0647 \u00abArtificial Analysis\u00bb\u060c \u062a\u0636\u064a\u0642 \u0627\u0644\u0641\u062c\u0648\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0625\u0644\u0649 \u062d\u0648\u0627\u0644\u064a 8x \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0645\u0639\u0644\u0646 \u0627\u0644\u0628\u0627\u0644\u063a 9x. \u0648\u0644\u0643\u0646 \u0645\u0647\u0645\u0627 \u0643\u0627\u0646\u062a \u0637\u0631\u064a\u0642\u0629 \u0642\u0631\u0627\u0621\u0629 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645\u060c \u0641\u0625\u0646 Qwen \u0644\u0627 \u062a\u0628\u062f\u0648 \u062e\u064a\u0627\u0631\u064b\u0627 \u0631\u062e\u064a\u0635\u064b\u0627. \u0641\u0623\u0646\u062a \u062a\u062f\u0641\u0639 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0648\u0646\u0642\u0627\u0637 \u0645\u0624\u0634\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Which_one_should_you_actually_run\"><\/span>\u0641\u0623\u064a\u0647\u0645\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0634\u063a\u0644\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u062e\u062a\u0631 DeepSeek V4 \u0625\u0630\u0627\u2026<\/h4>\n<ul>\n<li>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0623\u0646\u0638\u0645\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647\u0627 \u0628\u0646\u0641\u0633\u0643\u060c \u0623\u0648 \u0636\u0628\u0637\u0647\u0627 \u0628\u062f\u0642\u0629\u060c \u0623\u0648 \u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0641\u064a \u0628\u064a\u0626\u0629 \u0645\u0639\u0632\u0648\u0644\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0639\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u0641\u0642\u064b\u0627 \u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0645\u0639\u0647\u062f \u0645\u0627\u0633\u0627\u062a\u0634\u0648\u0633\u062a\u0633 \u0644\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 (MIT)\u060c \u0641\u0644\u0627 \u0628\u0623\u0633 \u0628\u0630\u0644\u0643.<\/li>\n<li>\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0647\u064a \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u062d\u0627\u0633\u0645 \u2014 \u0641\u0647\u064a \u0623\u0631\u062e\u0635 \u0628\u0640 6 \u0625\u0644\u0649 9 \u0623\u0636\u0639\u0627\u0641\u060c \u0648\u0630\u0644\u0643 \u0642\u0628\u0644 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062e\u0635\u0645 \u0627\u0644\u0647\u0627\u0626\u0644 \u0639\u0644\u0649 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a.<\/li>\n<li>\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0623\u0637\u0648\u0644 (\u062d\u062a\u0649 384 \u0623\u0644\u0641 \u062a\u0648\u0643\u0646) \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n<li>\u064a\u062a\u0643\u0648\u0646 \u0639\u0628\u0621 \u0639\u0645\u0644\u0643 \u0645\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0623\u0648 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0637\u0627\u0628\u0639 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a.<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u062e\u062a\u0631 Qwen3.7 Max \u0625\u0630\u0627\u2026<\/h4>\n<ul>\n<li>\u0623\u0646\u062a \u062a\u0631\u064a\u062f \u0645\u0646 \u0628\u064a\u0646 \u0627\u0644\u0627\u062b\u0646\u064a\u0646 \u0645\u0646 \u064a\u062a\u0645\u062a\u0639 \u0628\u0623\u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0645\u0642\u0627\u0633 \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0639\u0627\u0645\u060c \u0648\u0644\u0627 \u062a\u0645\u0627\u0646\u0639 \u0641\u064a \u062f\u0641\u0639 \u0627\u0644\u0645\u0627\u0644 \u0645\u0642\u0627\u0628\u0644 \u0630\u0644\u0643.<\/li>\n<li>\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0623\u0645\u0631 \u0645\u0647\u0645 \u2014 \u0641\u0647\u064a \u062a\u0632\u064a\u062f \u0645\u0646 \u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0628\u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u0644\u0636\u0639\u0641.<\/li>\n<li>\u0623\u0646\u062a \u062a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u062d\u0644\u0642\u0627\u062a \u0647\u0646\u062f\u0633\u064a\u0629 \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a\u060c \u062d\u064a\u062b \u062a\u062a\u0641\u0648\u0642 \u0641\u064a\u0647\u0627.<\/li>\n<li>\u0623\u0646\u062a \u062a\u0641\u0636\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0645\u064f\u062f\u0627\u0631\u0629 \u0648\u0645\u063a\u0644\u0642\u0629 \u0648\u0645\u0633\u062a\u0648\u0649 \u0623\u0642\u0644 \u0645\u0646 \u00ab\u0627\u0644\u0647\u0644\u0648\u0633\u0629\u00bb \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642\u060c \u0641\u0625\u0646 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u064a\u062a\u0639\u0644\u0642 \u0641\u064a \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0628\u0645\u0633\u0623\u0644\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0643\u0645\u060c \u0648\u0644\u064a\u0633 \u0628\u0645\u0633\u0623\u0644\u0629 \u0627\u0644\u0642\u062f\u0631\u0627\u062a. \u0641\u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646\u0647\u0627 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062c\u0648\u062f\u0629 \u0636\u0626\u064a\u0644\u0629 \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u0644\u062f\u0631\u062c\u0629 \u0623\u0646 \u0627\u0644\u0645\u062d\u0648\u0631\u064a\u0646 \u00ab\u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0645\u063a\u0644\u0642\u00bb \u0648\u00ab\u0627\u0644\u0631\u062e\u064a\u0635 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0641\u0627\u062e\u0631\u00bb \u0647\u0645\u0627 \u0627\u0644\u0644\u0630\u0627\u0646 \u064a\u062d\u0633\u0645\u0627\u0646 \u0627\u0644\u0623\u0645\u0631. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u0631\u0633 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u063a\u0631\u0628\u064a\u0629\u060c \u0641\u0627\u0637\u0644\u0639 \u0639\u0644\u0649 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0645\u062c\u0627\u0644\u0646\u0627 <a href=\"\/ar\/gpt5-vs-claude4-vs-gemini3\/\">\u062a\u062d\u0644\u064a\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 GPT-5 \u0648Claude 4 \u0648Gemini 3<\/a>, \u060c \u0648 <a href=\"\/ar\/deepseek-vs-chatgpt-2026\/\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 DeepSeek \u0648 ChatGPT<\/a> \u064a\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0641\u062c\u0648\u0629 \u0641\u064a \u0627\u0644\u0642\u064a\u0645\u0629 \u0639\u0628\u0631 \u0627\u0644\u062d\u062f\u0648\u062f \u0628\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0641\u0635\u064a\u0644.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0623\u064a\u0647\u0645\u0627 \u0623\u0641\u0636\u0644 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629: DeepSeek V4 \u0623\u0645 Qwen3.7 Max\u061f<\/h3>\n<p>\u0625\u0646\u0647\u0645\u0627 \u0645\u062a\u0639\u0627\u062f\u0644\u0627\u0646 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 SWE-bench Verified (80.6% \u0645\u0642\u0627\u0628\u0644 80.4%). \u064a\u0628\u062f\u0648 DeepSeek \u0623\u0642\u0648\u0649 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0645\u062b\u0644 LiveCodeBench \u0648Codeforces\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0641\u0648\u0642 Qwen3.7 Max \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u062b\u0644 SWE-bench Pro \u0648Terminal-Bench. \u0648\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0641\u0625\u0646 \u0643\u0644\u0627\u0647\u0645\u0627 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0643\u0641\u0621.<\/p>\n<h3>\u0623\u064a \u0637\u0631\u0627\u0632 \u0623\u0631\u062e\u0635 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u061f<\/h3>\n<p>\u064a\u064f\u0639\u062f DeepSeek V4 \u0623\u0631\u062e\u0635 \u0628\u0643\u062b\u064a\u0631. \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 V4-Pro $0.435\/$0.87 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u062a\u0648\u0643\u0646 \u0625\u062f\u062e\u0627\u0644\/\u0625\u062e\u0631\u0627\u062c\u060c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 Qwen3.7 Max \u0627\u0644\u062a\u064a \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u062a\u0647\u0627 $2.50\/$7.50 \u2014 \u0623\u064a \u0623\u0642\u0644 \u0628\u0646\u062d\u0648 6 \u0625\u0644\u0649 9 \u0623\u0636\u0639\u0627\u0641. \u0643\u0645\u0627 \u0623\u0646 \u0625\u0635\u062f\u0627\u0631 V4-Flash \u0645\u0646 DeepSeek \u0648\u0623\u0633\u0639\u0627\u0631 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u062a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0641\u0627\u0631\u0642 \u0623\u0643\u062b\u0631 \u0639\u0646\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0646\u0632\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647\u0627 \u0628\u0646\u0641\u0633\u064a\u061f<\/h3>\n<p>\u064a\u062a\u0645 \u062a\u0648\u0641\u064a\u0631 DeepSeek V4 (\u0628\u0643\u0644\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u064a\u0646 Pro \u0648Flash) \u0628\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u0628\u0645\u0648\u062c\u0628 \u062a\u0631\u062e\u064a\u0635 MIT \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0643 \u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647 \u0628\u0646\u0641\u0633\u0643 \u0648\u0636\u0628\u0637\u0647 \u0628\u062f\u0642\u0629. \u0623\u0645\u0627 Qwen3.7 Max \u0641\u0647\u0648 \u0630\u0648 \u0623\u0648\u0632\u0627\u0646 \u0645\u063a\u0644\u0642\u0629 \u0648\u0645\u062a\u0627\u062d \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0641\u0642\u0637 \u0627\u0639\u062a\u0628\u0627\u0631\u064b\u0627 \u0645\u0646 \u064a\u0648\u0646\u064a\u0648 2026\u060c \u0648\u0644\u0627 \u062a\u062a\u0648\u0641\u0631 \u0644\u0647 \u0646\u0633\u062e\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0632\u064a\u0644.<\/p>\n<h3>\u0647\u0644 \u064a\u062f\u0639\u0645 \u0643\u0644\u0627\u0647\u0645\u0627 \u0641\u0639\u0644\u0627\u064b \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u062a\u0636\u0645 \u0645\u0644\u064a\u0648\u0646 \u062a\u0648\u0643\u0646\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u0639\u0644\u0646 \u0639\u0646 \u0633\u064a\u0627\u0642 \u064a\u0628\u0644\u063a 1M \u0631\u0645\u0632. \u0643\u0645\u0627 \u064a\u062f\u0639\u0645 DeepSeek \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 384K \u0631\u0645\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0641\u064a \u062d\u064a\u0646 \u064a\u062d\u062f\u062f Qwen3.7 Max \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0639\u0646\u062f \u062d\u0648\u0627\u0644\u064a 65K. \u0648\u0623\u0641\u0627\u062f \u0645\u0631\u0627\u062c\u0639\u0648\u0646 \u0645\u0633\u062a\u0642\u0644\u0648\u0646 \u0628\u0623\u0646 Qwen \u064a\u064f\u0638\u0647\u0631 \u0642\u062f\u0631\u0629 \u0642\u0648\u064a\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u062c\u0627\u0648\u0632 \u0639\u0644\u0627\u0645\u0629 800K.<\/p>\n<h3>\u0623\u064a\u0647\u0645\u0627 \u0623\u0633\u0631\u0639\u061f<\/h3>\n<p>\u064a\u062a\u0645\u064a\u0632 Qwen 3.7 Max \u0628\u0625\u062e\u0631\u0627\u062c \u062a\u062f\u0641\u0642\u0627\u062a \u0623\u0633\u0631\u0639 \u2014 \u062d\u0648\u0627\u0644\u064a 193 \u0631\u0645\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u062d\u0648\u0627\u0644\u064a 80 \u0631\u0645\u0632\u064b\u0627 \u0644\u0640 DeepSeek V4-Pro \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0642\u0644\u0629. \u064a\u062a\u0645\u064a\u0632 DeepSeek \u0628\u0648\u0642\u062a \u0623\u0642\u0644 \u0642\u0644\u064a\u0644\u0627\u064b \u062d\u062a\u0649 \u0638\u0647\u0648\u0631 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0623\u0648\u0644\u060c \u0644\u0630\u0627 \u064a\u0628\u062f\u0623 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0641\u064a \u0648\u0642\u062a \u0623\u0628\u0643\u0631\u060c \u0644\u0643\u0646 Qwen \u064a\u0643\u0645\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0628\u0633\u0631\u0639\u0629 \u0623\u0643\u0628\u0631.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u062b\u0648\u0642 \u0628\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629\u061f<\/h3>\n<p>\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u062d\u0630\u0631. \u0641\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0628\u0627\u0631\u0632\u0629 \u0647\u064a \u0623\u0631\u0642\u0627\u0645 \u0623\u0628\u0644\u063a \u0639\u0646\u0647\u0627 \u0627\u0644\u0645\u0648\u0631\u062f\u0648\u0646 \u0648\u0644\u0645 \u064a\u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644 \u0628\u0639\u062f. \u0648\u062a\u0645\u0646\u062d \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u062d\u0627\u064a\u062f\u0629 \u0645\u062b\u0644 Artificial Analysis \u0646\u0645\u0648\u0630\u062c Qwen3.7 Max \u0645\u0624\u0634\u0631 \u0630\u0643\u0627\u0621 \u0645\u0631\u0643\u0628 \u0623\u0639\u0644\u0649 (57 \u0645\u0642\u0627\u0628\u0644 52)\u060c \u0643\u0645\u0627 \u0623\u0638\u0647\u0631 \u062a\u0642\u064a\u064a\u0645 \u0623\u062c\u0631\u062a\u0647 \u0627\u0644\u062d\u0643\u0648\u0645\u0629 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629 (CAISI\/NIST) \u0623\u0646 DeepSeek V4-Pro \u064a\u062a\u062e\u0644\u0641 \u0639\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629 \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0628\u0646\u062d\u0648 \u062b\u0645\u0627\u0646\u064a\u0629 \u0623\u0634\u0647\u0631 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645.<\/p>\n<h3>\u0647\u0644 \u064a\u064f\u0639\u062f Qwen3.7 Max \u0628\u0627\u0644\u0641\u0639\u0644 \u0623\u0643\u062b\u0631 \u0630\u0643\u0627\u0621\u064b \u0645\u0646 DeepSeek V4\u061f<\/h3>\n<p>\u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u0631\u0643\u0628 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u060c \u0641\u0627\u0644\u0641\u0631\u0642 \u0637\u0641\u064a\u0641 \u2014 57 \u0645\u0642\u0627\u0628\u0644 52 \u0639\u0644\u0649 \u0645\u0624\u0634\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062a\u062d\u0644\u064a\u0644. \u0627\u0644\u0641\u0631\u0642 \u062d\u0642\u064a\u0642\u064a \u0648\u0644\u0643\u0646\u0647 \u0636\u0626\u064a\u0644\u060c \u0648\u064a\u0623\u062a\u064a \u0645\u0642\u0627\u0628\u0644 \u062b\u0645\u0646 \u0628\u0627\u0647\u0638 \u0648\u062a\u0643\u0644\u0641\u0629 \u0643\u0628\u064a\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0635\u0639\u064a\u062f\u064a\u0646 \u0627\u0644\u0645\u0627\u0644\u064a \u0648\u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629. \u0623\u0645\u0627 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062a\u0644\u0643 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u062a\u0628\u0631\u0631 \u062f\u0641\u0639 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 8 \u0623\u0636\u0639\u0627\u0641 \u0627\u0644\u0633\u0639\u0631\u060c \u0641\u0647\u0630\u0627 \u064a\u0639\u062a\u0645\u062f \u0643\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0630\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u0627\u0646 \u0623\u0642\u0631\u0628 \u0625\u0644\u0649 \u0628\u0639\u0636\u0647\u0645\u0627 \u0645\u0645\u0627 \u062a\u0648\u062d\u064a \u0628\u0647 \u0627\u0644\u0636\u062c\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0645\u064a\u0629. \u0641\u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0647\u0646\u062f\u0633\u064a\u0646 \u2014 SWE-bench Verified \u2014 \u062a\u0639\u0627\u062f\u0644\u0627 \u0641\u064a \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0623\u0645\u0627 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0639\u0627\u0645 Qwen3.7 Max\u060c \u0641\u062a\u0642\u062f\u0645 \u0628\u0641\u0627\u0631\u0642 \u0636\u0626\u064a\u0644 \u062a\u0645 \u062a\u0623\u0643\u064a\u062f\u0647 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644. \u0648\u0644\u0648 \u0643\u0627\u0646\u062a \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u062d\u062f\u0647\u0627 \u0647\u064a \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u062d\u0627\u0633\u0645\u060c \u0644\u0641\u0627\u0632 Qwen \u0628\u0627\u0644\u0646\u0642\u0627\u0637.<\/p>\n<p>\u0644\u0643\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0646\u0627\u062f\u0631\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u062d\u0627\u0633\u0645 \u0627\u0644\u0648\u062d\u064a\u062f. \u064a\u062a\u0645\u064a\u0632 DeepSeek V4 \u0628\u0623\u0646\u0647 \u0646\u0638\u0627\u0645 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0648\u0632\u0646\u060c \u0648\u0645\u0631\u062e\u0635 \u0628\u0645\u0648\u062c\u0628 \u062a\u0631\u062e\u064a\u0635 MIT\u060c \u0648\u0623\u0631\u062e\u0635 \u0628\u0640 6\u20139x\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0623\u064a \u0634\u062e\u0635 \u064a\u0647\u062a\u0645 \u0628\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0623\u0648 \u0627\u0644\u062a\u062d\u0643\u0645 \u0623\u0648 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u062a\u0647 \u0627\u0644\u062e\u0627\u0635\u0629. \u0623\u0645\u0627 Qwen3.7 Max \u0641\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0645\u064f\u062f\u0627\u0631\u0629 \u0623\u0643\u062b\u0631 \u0630\u0643\u0627\u0621\u064b \u0648\u0623\u0633\u0631\u0639 \u0628\u0643\u062b\u064a\u0631\u060c \u0648\u0644\u0627 \u064a\u0645\u062b\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0639\u0627\u0626\u0642\u064b\u0627. \u0633\u062a\u0644\u062c\u0623 \u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642 \u0625\u0644\u0649 DeepSeek \u0648\u0644\u0646 \u062a\u0644\u0627\u062d\u0638 \u0645\u0627 \u062a\u0641\u062a\u0642\u062f\u0647 \u0625\u0644\u0627 \u0641\u064a \u0623\u0635\u0639\u0628 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0642\u062f\u0631\u0627\u062a \u0648\u0643\u064a\u0644\u064a\u0629 \u2014 \u0647\u0630\u0627 \u0625\u0646 \u0644\u0627\u062d\u0638\u062a \u0630\u0644\u0643 \u0623\u0635\u0644\u0627\u064b.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/openai-ipo-2026\/\">\u0637\u0631\u062d \u0634\u0631\u0643\u0629 OpenAI \u0644\u0644\u0627\u0643\u062a\u062a\u0627\u0628 \u0627\u0644\u0639\u0627\u0645: \u062a\u0645 \u0627\u0644\u0625\u064a\u062f\u0627\u0639\u060c \u062b\u0645 \u0623\u064f\u0631\u062c\u0626 \u2014 \u0645\u0627 \u0646\u0639\u0631\u0641\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0641\u064a \u064a\u0648\u0644\u064a\u0648 2026<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/glm-5-2-vs-kimi-k2-7-for-coding-2026\/\">\u0645\u0642\u0627\u0628\u0644\u0629 GLM 5.2 \u0636\u062f Kimi K2.7 Code: \u0623\u064a \u0645\u0628\u0631\u0645\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u064a\u0641\u0648\u0632\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/deepseek-vs-chatgpt-2026\/\">\u0645\u0642\u0627\u0631\u0646\u0629 DeepSeek \u0645\u0639 ChatGPT \u0641\u064a \u0639\u0627\u0645 2026: \u0623\u064a \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u062a\u062e\u062f\u0645\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/rx-7900-xtx-vs-rtx-4090-for-ai\/\">AMD RX 7900 XTX \u0645\u0642\u0627\u0628\u0644 RTX 4090 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026: \u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0645\u0646\u0635\u0629 ROCm \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/rtx-5090-vs-rtx-5080-for-ai\/\">RTX 5090 \u0645\u0642\u0627\u0628\u0644 RTX 5080 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026: \u0623\u064a \u0628\u0637\u0627\u0642\u0629 \u0645\u0646 \u0641\u0626\u0629 Blackwell \u064a\u062c\u0628 \u0634\u0631\u0627\u0624\u0647\u0627\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/rtx-5090-vs-mac-studio-m4-ultra-for-local-llms\/\">RTX 5090 \u0645\u0642\u0627\u0628\u0644 \u0645\u0627\u0643 \u0633\u062a\u0648\u062f\u064a\u0648 M4 \u0623\u0644\u062a\u0631\u0627 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0641\u064a \u0639\u0627\u0645 2026<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0623\u0637\u0644\u0642\u062a \u0623\u0643\u0628\u0631 \u0645\u062e\u062a\u0628\u0631\u064a\u0646 \u0641\u064a \u0627\u0644\u0635\u064a\u0646 \u0646\u0645\u0627\u0630\u062c\u0647\u0645\u0627 \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0628\u0641\u0627\u0631\u0642 \u0633\u062a\u0629 \u0623\u0633\u0627\u0628\u064a\u0639. \u0648\u064a\u064f\u0639\u062f DeepSeek V4 \u0646\u0638\u0627\u0645\u064b\u0627 \u0645\u0641\u062a\u0648\u062d\u064b\u0627 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0648\u0632\u0646 \u0648\u0631\u062e\u064a\u0635\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629\u061b \u0623\u0645\u0627 Qwen3.7 Max \u0641\u0647\u0648 \u0646\u0638\u0627\u0645 \u0645\u063a\u0644\u0642 \u0648\u0623\u0633\u0631\u0639\u060c \u0648\u064a\u062d\u0642\u0642 \u0646\u062a\u0627\u0626\u062c \u0623\u0639\u0644\u0649 \u0628\u0642\u0644\u064a\u0644. \u0648\u0646\u0642\u0627\u0631\u0646 \u0628\u064a\u0646\u0647\u0645\u0627 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0648\u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0627\u0644\u0633\u0631\u0639\u0629\u060c \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/p>","protected":false},"author":1,"featured_media":1932,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"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":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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