{"id":1179,"date":"2026-06-19T16:39:14","date_gmt":"2026-06-19T16:39:14","guid":{"rendered":"https:\/\/convly.ai\/kimi-k2-7-code-explained-2026\/"},"modified":"2026-08-01T06:46:26","modified_gmt":"2026-08-01T06:46:26","slug":"kimi-k2-7-code-explained-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/kimi-k2-7-code-explained-2026\/","title":{"rendered":"\u0634\u0631\u062d \u0646\u0645\u0648\u0630\u062c Kimi K2.7 Code: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0633\u0639\u0629 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 \u0645\u0646 \u0634\u0631\u0643\u0629 Moonshot"},"content":{"rendered":"<p>\u0623\u0637\u0644\u0642\u062a \u0634\u0631\u0643\u0629 Moonshot AI \u0646\u0645\u0648\u0630\u062c Kimi K2.7 Code \u0641\u064a 12 \u064a\u0648\u0646\u064a\u0648 2026\u060c \u0648\u064a\u0643\u062a\u0633\u0628 \u0627\u0644\u0627\u0633\u0645 \u0623\u0647\u0645\u064a\u0629\u064b \u0623\u0643\u0628\u0631 \u0645\u0646 \u0627\u0644\u0645\u0639\u062a\u0627\u062f. \u0641\u0647\u0630\u0627 \u0644\u064a\u0633 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0639\u0627\u0645\u064b\u0627 \u062c\u062f\u064a\u062f\u064b\u0627 \u0628\u0627\u0633\u0645 \u00abKimi 2.7\u00bb\u060c \u0628\u0644 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0645\u062a\u062e\u0635\u0635 \u062d\u0635\u0631\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629: \u0646\u0638\u0627\u0645 \u0645\u0643\u0648\u0651\u0646 \u0645\u0646 \u062e\u0644\u064a\u0637 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 (Mixture-of-Experts) \u0628\u0633\u0639\u0629 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644\u060c \u0645\u064f\u062d\u0633\u064e\u0651\u0646 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u062a\u062d\u0631\u064a\u0631 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0639\u0627\u0645\u0629\u060c \u0641\u0644\u0627 \u062a\u0632\u0627\u0644 Moonshot \u062a\u0648\u062c\u0651\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0642\u062f\u0645 K2.6.<\/p>\n<p>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u0627\u0644\u0643\u0641\u0627\u0621\u0629. \u0625\u0630 \u064a\u062f\u0651\u0639\u064a \u0646\u0645\u0648\u0630\u062c K2.7 Code \u062a\u062d\u0642\u064a\u0642 \u0646\u062a\u0627\u0626\u062c \u0623\u0639\u0644\u0649 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 K2.6\u060c \u0645\u0639 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0623\u0642\u0644 \u0628\u0646\u062d\u0648 30% \u0645\u0646 \u0631\u0645\u0648\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c (reasoning tokens)\u060c \u0643\u0645\u0627 \u064a\u0628\u0644\u063a \u0633\u0639\u0631\u0647 0.95 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644 \u06484.00 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062e\u0631\u0627\u062c. \u0648\u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u062a\u0645\u062b\u0651\u0644 \u062c\u0632\u0621\u064b\u0627 \u0636\u0626\u064a\u0644\u064b\u0627 \u0641\u0642\u0637 \u0645\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u063a\u0644\u0642\u0629 \u0627\u0644\u0631\u0627\u0626\u062f\u0629. \u0648\u062a\u062a\u0648\u0641\u0631 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0646\u064b\u0627 \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 MIT \u0627\u0644\u0645\u0639\u062f\u064e\u0651\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0643 \u0628\u062a\u0634\u063a\u064a\u0644\u0647 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u2014 \u0634\u0631\u0637 \u0623\u0646 \u062a\u0645\u062a\u0644\u0643 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c\u064d \u064a\u0634\u063a\u0644 \u0646\u062d\u0648 595 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635 \u062d\u062a\u0649 \u0641\u064a \u0623\u062e\u0641 \u0635\u064a\u063a\u062a\u0647 \u0627\u0644\u0645\u064f\u0643\u0645\u064e\u0651\u0646\u0629 \u0628\u0640 4 \u0628\u062a. \u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u0627 \u0647\u0648 \u062d\u0642\u064a\u0642\u064a \u0648\u0645\u0627 \u0623\u0639\u0644\u0646\u062a\u0647 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0635\u0646\u0650\u0651\u0639\u0629\u060c \u0648\u0645\u0648\u0642\u0639 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0636\u0645\u0646 \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0639\u0627\u0645.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0645\u0633\u062a\u0641\u0627\u062f\u0629<\/h3>\n<ul>\n<li><strong>\u0645\u062a\u062e\u0635\u0635 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0641\u0642\u0637\u060c \u0648\u0644\u064a\u0633 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629.<\/strong> \u00abK2.7 Code\u00bb \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0628\u0631\u0645\u062c\u064a \u0648\u0643\u064a\u0644 (Agentic) \u0645\u062e\u0635\u0635 \u0628\u0627\u0644\u0643\u0627\u0645\u0644\u061b \u0648\u062a\u0648\u0635\u064a \u0634\u0631\u0643\u0629 Moonshot \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 K2.6 \u0644\u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0639\u0627\u0645\u0629.<\/li>\n<li><strong>\u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 (MoE)\u060c \u064832 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0646\u0634\u0637\u0629.<\/strong> 384 \u062e\u0628\u064a\u0631\u064b\u0627 (8 \u062e\u0628\u0631\u0627\u0621 \u064a\u062a\u0645 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0631\u0645\u0648\u0632 \u0625\u0644\u064a\u0647\u0645 + \u062e\u0628\u064a\u0631 \u0645\u0634\u062a\u0631\u0643 \u0648\u0627\u062d\u062f)\u060c \u064861 \u0637\u0628\u0642\u0629\u060c \u0648\u0633\u064a\u0627\u0642 \u0628\u0637\u0648\u0644 256 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0648\u0645\u0641\u0631\u062f\u0627\u062a \u0628\u062d\u062c\u0645 160 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0648\u062a\u0642\u0646\u064a\u0629 \u0627\u0646\u062a\u0628\u0627\u0647 MLA\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u064f\u0634\u0641\u0650\u0651\u0631 \u0631\u0624\u064a\u0629 MoonViT \u0628\u0633\u0639\u0629 400 \u0645\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648.<\/li>\n<li><strong>\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0625\u0644\u0632\u0627\u0645\u064a.<\/strong> \u0644\u0627 \u062a\u0648\u062c\u062f \u0648\u0636\u0639\u064a\u0629 \u0628\u062f\u0648\u0646 \u062a\u0641\u0643\u064a\u0631\u061b \u0648\u064a\u0639\u064a\u062f \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u062e\u0637\u0623\u064b \u0639\u0646\u062f \u0645\u062d\u0627\u0648\u0644\u0629 \u062a\u0639\u0637\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u0643\u0627\u0633\u0628 \u0627\u0644\u0645\u064f\u0628\u0644\u064e\u0651\u063a \u0639\u0646\u0647\u0627 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0635\u0646\u0650\u0651\u0639\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 K2.6:<\/strong> +21.8% \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 Kimi Code Bench \u0627\u0644\u0625\u0635\u062f\u0627\u0631 2\u060c \u0648+11.0% \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 Program Bench\u060c \u0648+31.5% \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 MLS Bench Lite\u060c \u0645\u0639 \u0627\u0646\u062e\u0641\u0627\u0636 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0631\u0645\u0648\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0646\u0633\u0628\u0629 ~30%.<\/li>\n<li><strong>\u0623\u0633\u0639\u0627\u0631 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0644\u0644\u063a\u0627\u064a\u0629:<\/strong> 0.95 \u062f\u0648\u0644\u0627\u0631 \u0644\u0644\u0625\u062f\u062e\u0627\u0644 \u06484.00 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0644\u0644\u0625\u062e\u0631\u0627\u062c \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0645\u0639 \u062a\u0643\u0644\u0641\u0629 \u0642\u0631\u064a\u0628\u0629 \u0645\u0646 0.19 \u062f\u0648\u0644\u0627\u0631 \u0641\u064a \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0624\u0642\u062a\u0629 (cache hits) \u2014 \u0623\u064a \u0623\u0642\u0644 \u0628\u0646\u062d\u0648 6 \u0623\u0636\u0639\u0627\u0641 \u0645\u0646 \u0633\u0639\u0631 Claude Opus 4.8\u060c \u0648\u0623\u0642\u0644 \u0628\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 12 \u0636\u0639\u0641\u064b\u0627 \u0645\u0646 \u0633\u0639\u0631 Claude Fable 5 \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c.<\/li>\n<li><strong>\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u0623\u062c\u0647\u0632\u0629 \u0642\u0648\u064a\u0629.<\/strong> \u0631\u062e\u0635\u0629 MIT \u0627\u0644\u0645\u0639\u062f\u064e\u0651\u0644\u0629 \u0645\u062a\u0627\u062d\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face\u061b \u0648\u062a\u064f\u0642\u062f\u064e\u0651\u0645 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0628\u0635\u064a\u063a\u062a\u0647\u0627 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0627\u0644\u0645\u064f\u0643\u0645\u064e\u0651\u0646\u0629 \u0628\u0640 int4 (\u062d\u0648\u0627\u0644\u064a 595 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a)\u060c \u0648\u0644\u0627 \u064a\u0632\u0627\u0644 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062d\u0644\u064a \u0627\u0644\u0641\u0639\u0644\u064a \u064a\u062a\u0637\u0644\u0628 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 8 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u0646 \u0641\u0626\u0629 80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a (~640 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM).<\/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-6a745a3a6b89c\" 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-6a745a3a6b89c\"  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\/kimi-k2-7-code-explained-2026\/#What_Kimi_K27_Code_actually_is\" >\u0645\u0627\u0647\u064a\u0629 \u0646\u0645\u0648\u0630\u062c Kimi K2.7 Code \u0641\u0639\u0644\u064a\u064b\u0651\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/kimi-k2-7-code-explained-2026\/#Specs_and_architecture\" >\u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/kimi-k2-7-code-explained-2026\/#The_benchmark_gains_read_honestly\" >\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a (benchmarks) \u0627\u0644\u0645\u062d\u0642\u0642\u0629\u060c \u0645\u0639 \u0642\u0631\u0627\u0621\u0629 \u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0644\u0647\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/kimi-k2-7-code-explained-2026\/#Pricing_and_value\" >\u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0642\u062f\u0645\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/kimi-k2-7-code-explained-2026\/#How_to_use_it_API_vs_running_the_weights\" >\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647: \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0623\u0645 \u0639\u0628\u0631 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0645\u0628\u0627\u0634\u0631\u0629\u064b<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/kimi-k2-7-code-explained-2026\/#How_it_compares_to_K26_and_rivals\" >\u0643\u064a\u0641 \u064a\u0642\u0627\u0631\u0646 \u0628\u0640 K2.6 \u0648\u0628\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0627\u0644\u0622\u062e\u0631\u064a\u0646<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/kimi-k2-7-code-explained-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\/kimi-k2-7-code-explained-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\/kimi-k2-7-code-explained-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=\"What_Kimi_K27_Code_actually_is\"><\/span>\u0645\u0627\u0647\u064a\u0629 \u0646\u0645\u0648\u0630\u062c Kimi K2.7 Code \u0641\u0639\u0644\u064a\u064b\u0651\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u064f\u0639\u064e\u062f\u0651 K2.7 Code \u0623\u062d\u062f\u062b \u0625\u0635\u062f\u0627\u0631 \u0641\u064a \u0633\u0644\u0633\u0644\u0629 Kimi \u0633\u0631\u064a\u0639\u0629 \u0627\u0644\u062a\u0637\u0648\u0631 \u0645\u0646 \u0634\u0631\u0643\u0629 Moonshot\u060c \u0648\u0647\u0648 \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u062a\u0641\u0635\u0651\u0644\u0647 \u0627\u0644\u0634\u0631\u0643\u0629 \u0643\u0625\u0635\u062f\u0627\u0631 \u0645\u062a\u062e\u0635\u0635 \u062d\u0635\u0631\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0639\u0627\u0645\u064b\u0651\u0627 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0648\u0636\u0639 \u0628\u0631\u0645\u062c\u064a. \u0648\u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u062a\u0635\u0645\u064a\u0645\u064a \u0645\u0646\u0647 \u0647\u0648 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0639\u0644\u0649 \u0645\u062f\u0649 \u0632\u0645\u0646\u064a \u0637\u0648\u064a\u0644: \u0623\u064a \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0630\u064a \u064a\u0642\u0648\u0645 \u0641\u064a\u0647 \u0627\u0644\u0639\u0645\u064a\u0644 (Agent) \u0628\u0642\u0631\u0627\u0621\u0629 \u0645\u0633\u062a\u0648\u062f\u0639 (repo) \u0643\u0627\u0645\u0644\u060c \u0648\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629\u060c \u0648\u062a\u062d\u0631\u064a\u0631 \u0639\u062f\u0629 \u0645\u0644\u0641\u0627\u062a\u060c \u0648\u062a\u0634\u063a\u064a\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0628\u0646\u0627\u0621 (build)\u060c \u0648\u0642\u0631\u0627\u0621\u0629 \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u060c \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u062d\u062a\u0649 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u062d\u0644. \u0648\u0642\u062f \u0635\u064f\u0645\u0651\u0645 \u0644\u064a\u062a\u0635\u0631\u0641\u060c \u0644\u0627 \u0644\u064a\u062a\u062d\u0627\u062f\u062b.<\/p>\n<p>\u0648\u064a\u062a\u062c\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0641\u064a \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629. \u0641\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0639\u0645\u0644 \u062f\u0627\u0626\u0645\u064b\u0627 \u0645\u0639 \u062a\u0641\u0639\u064a\u0644 \u0648\u0636\u0639 \u00ab\u0627\u0644\u062a\u0641\u0643\u064a\u0631\u00bb \u2014 \u0648\u0644\u0627 \u064a\u0645\u0643\u0646 \u0625\u064a\u0642\u0627\u0641\u0647 \u0625\u0637\u0644\u0627\u0642\u064b\u0627\u060c \u0643\u0645\u0627 \u062a\u0631\u0641\u0636 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0623\u064a \u0637\u0644\u0628 \u064a\u062d\u0627\u0648\u0644 \u062a\u0639\u0637\u064a\u0644\u0647. \u0648\u0627\u0644\u0641\u0643\u0631\u0629 \u0647\u0646\u0627 \u0623\u0646 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c (reasoning traces) \u0630\u0627\u062a \u0642\u064a\u0645\u0629 \u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0633\u064a\u0627\u0642 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (agentic coding)\u060c \u0648\u0623\u0646 \u0645\u0643\u0627\u0633\u0628 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u064a \u062d\u0642\u0642\u0647\u0627 K2.7 \u062a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0636\u0645\u0646 \u062d\u062f\u0648\u062f \u0645\u0639\u0642\u0648\u0644\u0629. \u0641\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0646\u0645\u0648\u0630\u062c \u064a\u062c\u064a\u0628 \u0628\u0633\u0631\u0639\u0629 \u0648\u0628\u062a\u0643\u0644\u0641\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0639\u0644\u0649 \u0633\u0624\u0627\u0644 \u0628\u0633\u064a\u0637\u060c \u0641\u0625\u0646 \u0634\u0631\u0643\u0629 Moonshot \u0646\u0641\u0633\u0647\u0627 \u062a\u0646\u0635\u062d\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 K2.6 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0630\u0644\u0643. \u0648\u0646\u0642\u062f\u0651\u0645 \u0634\u0631\u062d\u064b\u0627 \u0623\u0648\u0633\u0639 \u0644\u0639\u0627\u0626\u0644\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0645\u0642\u0627\u0644\u062a\u0646\u0627 \u0627\u0644\u0645\u0648\u0633\u0651\u0639\u0629 \u062d\u0648\u0644 <a href=\"\/ar\/moonshot-kimi-explained-2026\/\">\u0634\u0631\u062d \u0646\u0645\u0627\u0630\u062c Moonshot Kimi<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Specs_and_architecture\"><\/span>\u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0647\u064a \u0628\u0646\u064a\u0629 MoE \u0646\u0627\u062f\u0631\u0629 (sparse MoE). \u0641\u0628\u064a\u0646\u0645\u0627 \u064a\u0628\u0644\u063a \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644\u060c \u0644\u0627 \u062a\u0646\u0634\u0637 \u0633\u0648\u0649 \u0646\u062d\u0648 32 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0644\u0643\u0644 \u0631\u0645\u0632 (token)\u060c \u0648\u0647\u064a \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648\u0632\u0645\u0646 \u0627\u0644\u062a\u0623\u062e\u064a\u0631 (latency) \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0645\u0627 \u0642\u062f \u064a\u062a\u0648\u0642\u0639\u0647 \u0627\u0644\u0645\u0631\u0621 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u0643\u062b\u064a\u0641 (dense) \u0628\u0633\u0639\u0629 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a<\/th>\n<th>\u0643\u064a\u0645\u064a \u0643\u0662.\u0667 \u0643\u0648\u062f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a<\/td>\n<td>\u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 (MoE)<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0634\u0637\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a 32 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062e\u0628\u0631\u0627\u0621<\/td>\n<td>384 \u062e\u0628\u064a\u0631\u064b\u0627 (8 \u062e\u0628\u0631\u0627\u0621 \u064a\u062a\u0645 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0631\u0645\u0648\u0632 \u0625\u0644\u064a\u0647\u0645 + \u062e\u0628\u064a\u0631 \u0645\u0634\u062a\u0631\u0643 \u0648\u0627\u062d\u062f)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0637\u0628\u0642\u0627\u062a<\/td>\n<td>61 \u0637\u0628\u0642\u0629 (\u0637\u0628\u0642\u0629 \u0648\u0627\u062d\u062f\u0629 \u0643\u062b\u064a\u0641\u0629)<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642<\/td>\n<td>256 \u0623\u0644\u0641 \u0631\u0645\u0632 (262,144)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0645\u0641\u0631\u062f\u0627\u062a<\/td>\n<td>160 \u0623\u0644\u0641<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647<\/td>\n<td>MLA (\u0627\u0646\u062a\u0628\u0627\u0647 \u0643\u0627\u0645\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0631\u0624\u0648\u0633)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0646\u0645\u0637<\/td>\n<td>\u0646\u0635\u060c \u0635\u0648\u0631\u0629\u060c \u0641\u064a\u062f\u064a\u0648 (\u0639\u0628\u0631 \u0645\u0639\u0627\u0644\u062c MoonViT \u0628\u0633\u0639\u0629 400 \u0645\u0644\u064a\u0648\u0646 \u0645\u0639\u0644\u064e\u0651\u0645\u0629)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629<\/td>\n<td>INT4 (\u0623\u0648\u0632\u0627\u0646 MoE)\u060c \u0627\u0646\u062a\u0628\u0627\u0647 BF16<\/td>\n<\/tr>\n<tr>\n<td>\u0648\u0636\u0639 \u0627\u0644\u062a\u0641\u0643\u064a\u0631<\/td>\n<td>\u0625\u062c\u0628\u0627\u0631\u064a (\u0644\u0627 \u064a\u0645\u0643\u0646 \u0625\u064a\u0642\u0627\u0641\u0647)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0631\u062e\u064a\u0635<\/td>\n<td>\u0631\u062e\u0635\u0629 MIT \u0627\u0644\u0645\u064f\u0639\u062f\u064e\u0651\u0644\u0629 (\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u062a\u064f\u0634\u0643\u0650\u0651\u0644 \u0641\u0627\u0631\u0642\u064b\u0627 \u062d\u0642\u064a\u0642\u064a\u064b\u0651\u0627 \u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0631\u0645\u062c\u064a. \u0641\u064a\u0645\u0643\u0646\u0643 \u062a\u0632\u0648\u064a\u062f\u0647 \u0628\u0635\u0648\u0631\u0629 \u0634\u0627\u0634\u0629 \u0644\u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u0639\u0637\u0648\u0628\u0629\u060c \u0623\u0648 \u0631\u0633\u0645\u064b\u0627 \u062a\u062e\u0637\u064a\u0637\u064a\u064b\u0651\u0627\u060c \u0623\u0648 \u062a\u0633\u062c\u064a\u0644\u064b\u0627 \u0642\u0635\u064a\u0631\u064b\u0627 \u0644\u0644\u0634\u0627\u0634\u0629 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0627\u0644\u0643\u0648\u062f. \u0623\u0645\u0627 \u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0641\u0647\u064a \u0646\u0635\u064a\u0629 \u0641\u0642\u0637\u060c \u0644\u0630\u0627 \u0641\u0625\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629 \u062a\u0648\u0633\u0639 \u0646\u0637\u0627\u0642 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u2014 \u0645\u062b\u0644 \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0645\u0646 \u0635\u0648\u0631\u0629 \u0634\u0627\u0634\u0629\u060c \u0623\u0648 \u062a\u0646\u0641\u064a\u0630 \u0648\u0627\u062c\u0647\u0629 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u2014 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0628\u0635\u0631\u064a \u0645\u0646\u0641\u0635\u0644.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_benchmark_gains_read_honestly\"><\/span>\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a (benchmarks) \u0627\u0644\u0645\u062d\u0642\u0642\u0629\u060c \u0645\u0639 \u0642\u0631\u0627\u0621\u0629 \u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0644\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0639\u0644\u0646\u062a \u0639\u0646\u0647\u0627 \u0634\u0631\u0643\u0629 Moonshot \u062a\u064f\u0642\u0627\u0631\u0646 \u0628\u064a\u0646 \u0646\u0645\u0648\u0630\u062c K2.7 Code \u0648K2.6 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a\u0647\u0627 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629. \u0648\u0647\u0630\u0647 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u064f\u0628\u0644\u064e\u0651\u063a \u0639\u0646\u0647\u0627 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0635\u0646\u0650\u0651\u0639\u0629 \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u0623\u062f\u0627\u0621 Moonshot\u060c \u0644\u0630\u0627 \u064a\u0646\u0628\u063a\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0627 \u062a\u0648\u062c\u064a\u0647\u064a\u0629 \u0648\u0644\u064a\u0633\u062a \u062d\u0642\u064a\u0642\u0629 \u0645\u0648\u0636\u0648\u0639\u064a\u0629 \u0645\u062d\u0627\u064a\u062f\u0629.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 (\u0645\u064f\u0628\u0644\u064e\u0651\u063a \u0639\u0646\u0647 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0635\u0646\u0650\u0651\u0639\u0629)<\/th>\n<th>K2.6<\/th>\n<th>K2.7 Code<\/th>\n<th>\u062a\u063a\u064a\u064a\u0631<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Kimi Code Bench v2<\/td>\n<td>50.9<\/td>\n<td>62.0<\/td>\n<td>+21.8%<\/td>\n<\/tr>\n<tr>\n<td>Program Bench<\/td>\n<td>48.3<\/td>\n<td>53.6<\/td>\n<td>+11.0%<\/td>\n<\/tr>\n<tr>\n<td>MLS Bench Lite<\/td>\n<td>26.7<\/td>\n<td>35.1<\/td>\n<td>+31.5%<\/td>\n<\/tr>\n<tr>\n<td>MCPMark Verified<\/td>\n<td>72.8<\/td>\n<td>81.1<\/td>\n<td>+11.4%<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u062f\u062f \u0631\u0645\u0648\u0632 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629<\/td>\n<td>\u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629<\/td>\n<td>\u0623\u0642\u0644 \u0628\u0646\u0633\u0628\u0629 ~30%<\/td>\n<td>\u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0648\u0641\u064a \u0645\u0642\u0627\u064a\u064a\u0633 \u0623\u062f\u0627\u0621 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 (\u0645\u062b\u0644 MCP Atlas \u0648MCPMark Verified \u0648Claw 24\/7 \u0627\u0644\u062e\u0627\u0635 \u0628\u0640 Kimi)\u060c \u0623\u0641\u0627\u062f\u062a Moonshot \u0628\u062a\u062d\u0642\u064a\u0642 \u0645\u0643\u0627\u0633\u0628 \u062a\u0628\u0644\u063a \u0646\u062d\u0648 10% \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 K2.6 \u2014 \u0648\u0647\u064a \u0646\u0633\u0628\u0629 \u0623\u0635\u063a\u0631 \u0644\u0643\u0646\u0647\u0627 \u0641\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0627\u0644\u0635\u062d\u064a\u062d.<\/p>\n<p>\u0628\u062f\u0623\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629 \u062a\u0638\u0647\u0631 \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0651\u0627. \u0641\u0634\u0631\u0643\u0629 Artificial Analysis\u060c \u0627\u0644\u062a\u064a \u062a\u062c\u0631\u064a \u0642\u064a\u0627\u0633\u0627\u062a\u0647\u0627 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0625\u0639\u0627\u062f\u0629 \u0646\u0634\u0631 \u0627\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0650\u0651\u0639\u0629\u060c \u062a\u0636\u0639 \u0646\u0645\u0648\u0630\u062c K2.7 Code \u0639\u0646\u062f \u062f\u0631\u062c\u0629 42 \u0641\u064a \u0645\u0624\u0634\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0645\u0631\u0643\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0627\u060c \u0645\u0627 \u064a\u064f\u0635\u0646\u0650\u0651\u0641\u0647 \u0641\u064a \u0627\u0644\u0645\u0631\u062a\u0628\u0629 \u0627\u0644\u0633\u0627\u062f\u0633\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0630\u0627\u062a \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0627\u0628\u0639\u0647\u0627. \u0643\u0645\u0627 \u0633\u062c\u064e\u0651\u0644\u062a \u0633\u0631\u0639\u0629 \u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0646\u062f \u062d\u0648\u0627\u0644\u064a 55.8 \u0631\u0645\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0645\u0639 \u0632\u0645\u0646 \u0648\u0635\u0648\u0644 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0623\u0648\u0644 \u064a\u0628\u0644\u063a \u0646\u062d\u0648 2.25 \u062b\u0627\u0646\u064a\u0629 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0640 Moonshot \u2014 \u0648\u0647\u064a \u0623\u062f\u0627\u0621\u064c \u062c\u064a\u062f\u064c \u0644\u0643\u0646\u0647 \u0644\u064a\u0633 \u0642\u064a\u0627\u0633\u064a\u064b\u0651\u0627 \u0639\u0627\u0644\u0645\u064a\u064b\u0651\u0627\u060c \u0643\u0645\u0627 \u0623\u0646 \u0648\u0636\u0639 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0625\u062c\u0628\u0627\u0631\u064a \u064a\u0639\u0646\u064a \u0623\u0646 \u0632\u0645\u0646 \u0627\u0644\u062a\u0623\u062e\u064a\u0631 \u0627\u0644\u0641\u0639\u0644\u064a \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0639\u0644\u0649 \u0645\u0645\u0627 \u064a\u0648\u062d\u064a \u0628\u0647 \u0632\u0645\u0646 \u0648\u0635\u0648\u0644 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0623\u0648\u0644. (\u0648\u062a\u0642\u062f\u0650\u0651\u0645 Moonshot \u0623\u064a\u0636\u064b\u0627 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u0639\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0628\u0643\u062b\u064a\u0631\u060c \u0644\u0643\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0630\u0643\u0648\u0631 \u0641\u064a \u0627\u0644\u0639\u0646\u0627\u0648\u064a\u0646 \u0647\u0648 \u0627\u0644\u0630\u064a \u062e\u0636\u0639 \u0644\u0644\u062a\u0642\u064a\u064a\u0645 \u0647\u0646\u0627.)<\/p>\n<p>\u0648\u0623\u0641\u0636\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0637\u0631\u0641 \u062b\u0627\u0644\u062b \u0645\u0641\u064a\u062f\u0629 \u062a\u0623\u062a\u064a \u0645\u0646 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u0629. \u0641\u0639\u0644\u0649 \u0645\u0639\u064a\u0627\u0631 MCPMark Verified\u060c \u0648\u0647\u0648 \u0645\u0639\u064a\u0627\u0631 \u0644\u0623\u062f\u0627\u0621 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u062d\u0642\u064e\u0651\u0642 \u0646\u0645\u0648\u0630\u062c K2.7 Code \u062f\u0631\u062c\u0629 81.1\u060c \u0645\u062a\u0642\u062f\u0650\u0651\u0645\u064b\u0627 \u0642\u0644\u064a\u0644\u064b\u0627 \u0639\u0644\u0649 Claude Opus 4.8 \u0627\u0644\u0630\u064a \u0633\u062c\u064e\u0651\u0644 76.4 \u2014 \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0641\u0648\u064e\u0651\u0642 GPT-5.5 \u0628\u0648\u0636\u0648\u062d \u0639\u0646\u062f \u062f\u0631\u062c\u0629 92.9. \u0623\u0645\u0627 \u0627\u0644\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0635\u0627\u062f\u0642 \u0641\u0647\u0648: \u0625\u0646 K2.7 Code \u064a\u0646\u0627\u0641\u0633 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0628\u0639\u0636 \u0645\u0647\u0627\u0645 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0644\u0643\u0646\u0647 \u064a\u062a\u0623\u062e\u0631 \u0639\u0646\u0647\u0627 \u0628\u0648\u0636\u0648\u062d \u0641\u064a \u0645\u0647\u0627\u0645 \u0623\u062e\u0631\u0649. \u0648\u0647\u0648 \u0644\u064a\u0633 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062c\u062f\u064a\u062f \u0630\u0627 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0641\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629. \u0648\u062a\u0643\u0645\u0646 \u0642\u0648\u062a\u0647 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u0639\u0631.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Pricing_and_value\"><\/span>\u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0642\u062f\u0645\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0647\u0646\u0627 \u0628\u0627\u0644\u0636\u0628\u0637 \u062d\u064a\u062b \u064a\u0628\u0631\u0632 K2.7 Code. \u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0627\u0644\u0645\u063a\u0644\u0642\u064a\u0646 \u0627\u0644\u062d\u0627\u0644\u064a\u064a\u0646\u060c \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a<\/th>\n<th>\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0643\u064a\u0645\u064a \u0643\u0662.\u0667 \u0643\u0648\u062f<\/td>\n<td>$0.95<\/td>\n<td>$4.00<\/td>\n<\/tr>\n<tr>\n<td>\u0643\u0644\u0627\u0648\u062f \u0623\u0648\u0628\u0633 \u0664.\u0668<\/td>\n<td>$5.00<\/td>\n<td>$25.00<\/td>\n<\/tr>\n<tr>\n<td>\u062c\u064a \u0628\u064a \u062a\u064a-\u0665.\u0665<\/td>\n<td>$5.00<\/td>\n<td>$30.00<\/td>\n<\/tr>\n<tr>\n<td>\u0643\u0644\u0627\u0648\u062f \u0641\u0627\u0628\u0644 \u0665<\/td>\n<td>$10.00<\/td>\n<td>$50.00<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0648\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0641\u0625\u0646 \u0633\u0639\u0631 K2.7 Code \u0623\u0642\u0644 \u0628\u0646\u062d\u0648 6 \u0623\u0636\u0639\u0627\u0641 \u0645\u0646 \u0633\u0639\u0631 Opus 4.8\u060c \u0648\u0623\u0643\u062b\u0631 \u0645\u0646 12 \u0636\u0639\u0641\u064b\u0627 \u0623\u0631\u062e\u0635 \u0645\u0646 Fable 5. \u0623\u0645\u0627 \u062a\u0643\u0627\u0644\u064a\u0641 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0624\u0642\u062a\u0629 (Cache hits) \u0641\u0647\u064a \u062d\u0648\u0627\u0644\u064a 0.19 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u062f\u062e\u0644\u060c \u0648\u0647\u064a \u0645\u0639\u0644\u0648\u0645\u0629 \u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u064a\u062f\u0648\u0646 \u0642\u0631\u0627\u0621\u0629 \u0646\u0641\u0633 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0645\u0631\u0627\u0631\u064b\u0627 \u0648\u062a\u0643\u0631\u0627\u0631\u064b\u0627. \u0648\u0625\u0630\u0627 \u0623\u0636\u0641\u0646\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643 \u0627\u0646\u062e\u0641\u0627\u0636 \u0639\u062f\u062f \u0631\u0645\u0648\u0632 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0643\u0644 \u0645\u0647\u0645\u0629 \u0628\u0646\u0633\u0628\u0629 ~30%\u060c \u0641\u0625\u0646 \u0627\u0644\u0641\u062c\u0648\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0641\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u062a\u062a\u0633\u0639 \u0623\u0643\u062b\u0631.<\/p>\n<p>\u0648\u0627\u0644\u0635\u0641\u0642\u0629 \u0648\u0627\u0636\u062d\u0629: \u0627\u0646\u062e\u0641\u0627\u0636 \u0641\u064a \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u062e\u0627\u0645 \u0644\u0643\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u060c \u0644\u0643\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0646\u0641\u0633\u0647\u0627 \u062a\u0634\u062a\u0631\u064a \u0639\u062f\u062f\u064b\u0627 \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a. \u0648\u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062d\u062c\u0645 \u2014 \u0645\u062b\u0644 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 (CI bots)\u060c \u0648\u0625\u0639\u0627\u062f\u0629 \u0647\u064a\u0643\u0644\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u062c\u0645\u0627\u0639\u064a\u0629\u060c \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0622\u0644\u064a \u0644\u0644\u0628\u0644\u0627\u063a\u0627\u062a \u2014 \u0641\u0625\u0646 \u062a\u0634\u063a\u064a\u0644 K2.7 Code \u0639\u062f\u0629 \u0645\u0631\u0627\u062a \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0641\u0636\u0644 \u0646\u062a\u064a\u062c\u0629 \u0642\u062f \u064a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0627\u062d\u062f \u0628\u0627\u0647\u0638 \u0627\u0644\u062b\u0645\u0646 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u0627\u0641\u0629. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0642\u0631\u0627\u0631 \u0647\u0646\u062f\u0633\u064a \u0648\u0627\u062d\u062f \u062f\u0642\u064a\u0642\u060c \u0641\u0642\u062f \u062a\u0638\u0644 \u0646\u0633\u0628\u0629 \u0627\u0644\u0646\u062c\u0627\u062d \u0627\u0644\u0623\u0639\u0644\u0649 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f \u062a\u0633\u062a\u062d\u0642 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629. \u0648\u0625\u0646 \u0643\u0646\u062a \u062a\u064f\u0642\u064a\u0650\u0651\u0645 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0641\u064a \u0627\u0644\u0633\u0648\u0642\u060c \u0641\u0625\u0646 \u0645\u0644\u062e\u064e\u0651\u0635\u0646\u0627 \u0627\u0644\u0634\u0627\u0645\u0644 \u0639\u0646 <a href=\"\/ar\/best-ai-coding-assistants\/\">\u0623\u0641\u0636\u0644 \u0645\u0633\u0627\u0639\u062f\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a> \u064a\u0636\u0639 \u0647\u0630\u0627 \u0641\u064a \u0633\u064a\u0627\u0642\u0647 \u0627\u0644\u0645\u0646\u0627\u0633\u0628.<\/p>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/h4>\n<ul>\n<li>\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 MIT \u0627\u0644\u0645\u064f\u0639\u062f\u064e\u0651\u0644\u0629 \u0627\u0644\u0645\u062a\u0633\u0627\u0645\u062d\u0629<\/li>\n<li>\u062a\u0643\u0644\u0641\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u062c\u062f\u064b\u0651\u0627 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0645\u0639 \u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0646\u062e\u0641\u0636\u0629 \u062c\u062f\u064b\u0651\u0627 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0624\u0642\u062a\u0629<\/li>\n<li>\u0645\u062f\u062e\u0644\u0627\u062a \u0623\u0635\u0644\u064a\u0629 \u0644\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u0647\u064a \u0645\u064a\u0632\u0629 \u0646\u0627\u062f\u0631\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629<\/li>\n<li>\u0633\u0639\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 256 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0645\u0646\u0627\u0633\u0628\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0648\u062f\u0639 \u0628\u0623\u0643\u0645\u0644\u0647<\/li>\n<li>\u0627\u0646\u062e\u0641\u0627\u0636 \u0639\u062f\u062f \u0631\u0645\u0648\u0632 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0628\u0646\u0633\u0628\u0629 ~30% \u064a\u0642\u0644\u0644 \u0641\u0648\u0627\u062a\u064a\u0631 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u0644\u0642\u064a\u0648\u062f<\/h4>\n<ul>\n<li>\u064a\u062a\u0631\u0627\u062c\u0639 \u0639\u0646 GPT-5.5 \u0641\u064a \u0639\u062f\u0629 \u0645\u0642\u0627\u064a\u064a\u0633 \u0623\u062f\u0627\u0621 \u0628\u0631\u0645\u062c\u064a\u0629<\/li>\n<li>\u0648\u0636\u0639 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0625\u062c\u0628\u0627\u0631\u064a \u064a\u0636\u064a\u0641 \u0632\u0645\u0646 \u062a\u0623\u062e\u064a\u0631 \u0648\u064a\u0633\u062a\u0628\u0639\u062f \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u063a\u064a\u0631 \u0627\u0644\u062a\u0623\u0645\u0644\u064a\u0629<\/li>\n<li>\u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u0646 \u0641\u0626\u0629 \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/li>\n<li>\u0627\u0644\u0645\u0643\u0627\u0633\u0628 \u0627\u0644\u0645\u064f\u0639\u0644\u0646\u0629 \u0641\u064a \u0627\u0644\u0639\u0646\u0627\u0648\u064a\u0646 \u0645\u064f\u0628\u0644\u064e\u0651\u063a \u0639\u0646\u0647\u0627 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0635\u0646\u0650\u0651\u0639\u0629 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a\u0647\u0627 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0641\u0642\u0637<\/li>\n<li>\u063a\u064a\u0631 \u0645\u0648\u0635\u0649 \u0628\u0647 \u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0639\u0627\u0645\u0629 \u2014 \u0645\u0635\u0645\u0645 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0645\u062c\u0627\u0644 \u0636\u064a\u0642<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"How_to_use_it_API_vs_running_the_weights\"><\/span>\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647: \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0623\u0645 \u0639\u0628\u0631 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0645\u0628\u0627\u0634\u0631\u0629\u064b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0623\u0633\u0647\u0644 \u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0641\u0646\u0645\u0648\u0630\u062c K2.7 Code \u0645\u062a\u0627\u062d \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 Kimi API \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Moonshot \u0648\u0648\u0627\u062c\u0647\u0629 Kimi Code CLI\u060c \u0648\u0647\u0648 \u064a\u062f\u0639\u0645 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629\u060c \u0644\u0630\u0627 \u064a\u0645\u0643\u0646 \u062f\u0645\u062c\u0647 \u0628\u0633\u0644\u0627\u0633\u0629 \u0641\u064a \u0645\u0639\u0638\u0645 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u062d\u0627\u0644\u064a\u0629. \u0648\u0625\u0646 \u0643\u0646\u062a \u062a\u0628\u0646\u064a \u0639\u0644\u0649 \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0641\u0627\u0637\u0644\u0639 \u0639\u0644\u0649 \u062f\u0644\u064a\u0644\u0646\u0627 \u0644\u0623\u0641\u0636\u0644 <a href=\"\/ar\/best-ai-agent-frameworks-2026\/\">\u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u064a\u0629<\/a> \u0644\u064a\u0639\u0631\u0641 \u0623\u064a\u0646 \u064a\u0646\u062f\u0631\u062c \u0646\u0645\u0648\u0630\u062c \u0643\u0647\u0630\u0627.<\/p>\n<p>\u0623\u0645\u0627 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0641\u0647\u0648 \u0642\u0635\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0645\u0627\u0645\u064b\u0627\u060c \u0648\u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0648\u0627\u0636\u062d \u0627\u0644\u0631\u0624\u064a\u0629 \u0628\u0634\u0623\u0646\u0647\u0627. \u0648\u0643\u0645\u0627 \u0643\u0627\u0646 \u0627\u0644\u062d\u0627\u0644 \u0645\u0639 \u0646\u0645\u0648\u0630\u062c Kimi K2 Thinking \u0633\u0627\u0628\u0642\u064b\u0627\u060c \u064a\u0623\u062a\u064a K2.7 Code \u0645\u064f\u0643\u0645\u064e\u0651\u0646\u064b\u0627 \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 INT4 \u2014 \u0623\u064a \u0623\u0646 \u0623\u0648\u0632\u0627\u0646 MoE \u0645\u062e\u0632\u064e\u0651\u0646\u0629 \u0628\u0639\u0631\u0636 4 \u0628\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062f\u0631\u064a\u0628 \u0645\u062f\u0631\u0643 \u0644\u0644\u0643\u0645\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0628\u0642\u0649 \u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062f\u0642\u0629 BF16 \u2014 \u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0641\u064a \u0623\u0646 \u0625\u0635\u062f\u0627\u0631 Hugging Face \u064a\u0634\u063a\u0644 \u0645\u0633\u0627\u062d\u0629 \u0646\u062d\u0648 595 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0646\u062d\u0648 2 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628\u0647\u0627 \u0646\u0633\u062e\u0629 \u0643\u0627\u0645\u0644\u0629 \u0628\u062f\u0642\u0629 BF16 \u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0644\u064e\u0651\u0645\u0629. (\u0648\u0644\u0627 \u062a\u0648\u0632\u0650\u0651\u0639 Moonshot \u0646\u0633\u062e\u0629 \u0643\u0627\u0645\u0644\u0629 \u0627\u0644\u062f\u0642\u0629 \u0628\u062a\u0646\u0633\u064a\u0642 BF16.) \u0643\u0645\u0627 \u064a\u062f\u0639\u0645 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0639\u0628\u0631 vLLM \u0648SGLang \u0648KTransformers.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u062a\u0647\u064a\u0626\u0629<\/th>\n<th>\u0627\u0644\u0648\u0627\u0642\u0639<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062d\u0648\u0627\u0644\u064a 8 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u0646 \u0641\u0626\u0629 80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a (\u2248640 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM)\u060c \u0628\u062f\u0642\u0629 INT4 \u0623\u0635\u0644\u064a\u0629<\/td>\n<td>\u0625\u0639\u062f\u0627\u062f \u0625\u0646\u062a\u0627\u062c\u064a \u0645\u0648\u0635\u0649 \u0628\u0647 \u0644\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0643\u0627\u0645\u0644 (\u0645\u0627 \u064a\u0639\u0627\u062f\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 5 \u0648\u062d\u062f\u0627\u062a H200)<\/td>\n<\/tr>\n<tr>\n<td>4 \u0648\u062d\u062f\u0627\u062a RTX 4090 (96 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a)\u060c \u0645\u0639 \u062a\u0641\u0631\u064a\u063a \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u062d\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/td>\n<td>\u0645\u0645\u0643\u0646\u060c \u0644\u0643\u0646 \u0633\u0639\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0645\u062d\u062f\u0648\u062f\u0629 \u0639\u0646\u062f ~64 \u0623\u0644\u0641\u2013128 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0648\u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0648\u0627\u062d\u062f\u0629<\/td>\n<td>\u063a\u064a\u0631 \u0639\u0645\u0644\u064a \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0627\u0645\u0644<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c \u0644\u0627 \u062a\u0639\u0646\u064a \u0639\u0628\u0627\u0631\u0629 \u00ab\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629\u00bb \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u0623\u0646 \u00ab\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643\u00bb. \u0641\u062d\u062a\u0649 \u0639\u0646\u062f \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 4 \u0628\u062a\u060c \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0648\u062d\u062f\u0647\u0627 \u0646\u0635\u0641 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a\u060c \u0644\u0630\u0627 \u0641\u0625\u0646 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u0646\u0637\u0642\u064a \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0642\u062a\u0635\u0631 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0630\u0627\u062a\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645\u062a\u0644\u0643 \u0645\u064a\u0632\u0627\u0646\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u064a \u062a\u0641\u0631\u0636 \u0639\u0644\u064a\u0647\u0627 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0635\u0627\u0631\u0645\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u0644\u064a\u064b\u0651\u0627. \u0648\u0625\u0646 \u0643\u0627\u0646\u062a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0634\u0631\u0637\u064b\u0627 \u0644\u0627 \u0628\u062f \u0645\u0646\u0647\u060c \u0641\u0642\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 \u062e\u064a\u0627\u0631\u0627\u062a \u0623\u0635\u063a\u0631 \u0641\u064a \u062f\u0644\u064a\u0644\u0646\u0627 <a href=\"\/ar\/best-local-llm-for-coding-2026\/\">\u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0645\u062d\u0644\u064a \u0644\u0644\u062a\u0634\u0641\u064a\u0631<\/a> \u0627\u0644\u0630\u064a \u064a\u063a\u0637\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_it_compares_to_K26_and_rivals\"><\/span>\u0643\u064a\u0641 \u064a\u0642\u0627\u0631\u0646 \u0628\u0640 K2.6 \u0648\u0628\u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0627\u0644\u0622\u062e\u0631\u064a\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 K2.6\u060c \u0641\u0625\u0646 K2.7 Code \u0647\u0648 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u064a\u0646 \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f \u0648\u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a\u060c \u0648\u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0623\u0633\u0648\u0623 \u0641\u064a \u0643\u0644 \u0634\u064a\u0621 \u0622\u062e\u0631 \u2014 \u0628\u0644 \u0625\u0646 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0631\u0633\u0645\u064a \u0645\u0646 Moonshot \u0646\u0641\u0633\u0647 \u0647\u0648 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0640 K2.6 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0639\u0627\u0645\u0629. \u0648\u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0633\u064a\u0645\u0629 \u0645\u0642\u0635\u0648\u062f\u0629: \u0646\u0645\u0648\u0630\u062c \u0645\u064f\u062d\u0633\u064e\u0651\u0646 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u0622\u062e\u0631 \u0645\u064f\u062d\u0633\u064e\u0651\u0646 \u0644\u0644\u0634\u0645\u0648\u0644\u064a\u0629.<\/p>\n<p>\u0641\u064a \u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0623\u0648\u0633\u0639\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0646\u0627\u0641\u0633 \u0627\u0644\u0648\u0627\u0636\u062d \u0644\u0639\u0627\u0645 2026 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c Zhipu GLM-5.2\u060c \u0648\u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0643\u0628\u064a\u0631 \u0622\u062e\u0631 \u064a\u0633\u0639\u0649 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u062a\u062e\u0635\u0635 \u0641\u064a \u0648\u0643\u0627\u0644\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 (coding agents)\u061b \u0648\u0646\u0642\u062f\u0651\u0645 \u062a\u062d\u0644\u064a\u0644\u064b\u0627 \u0645\u0641\u0635\u0651\u0644\u064b\u0627 \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0645\u0642\u0627\u0644\u062a\u0646\u0627 \u0627\u0644\u0645\u064f\u0639\u0646\u0648\u0646\u0629 <a href=\"\/ar\/glm-5-2-explained-2026\/\">\u0634\u0631\u062d GLM-5.2<\/a>\u060c \u0648\u0646\u0642\u0627\u0631\u0646 \u0628\u064a\u0646\u0647 \u0648\u0628\u064a\u0646 Kimi K2.7 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0641\u064a \u0645\u0642\u0627\u0644\u062a\u0646\u0627 \u0627\u0644\u0645\u064f\u0639\u0646\u0648\u0646\u0629 <a href=\"\/ar\/glm-5-2-vs-kimi-k2-7-for-coding-2026\/\">\u0645\u0642\u0627\u0631\u0646\u0629 GLM-5.2 \u0645\u0639 Kimi K2.7 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629<\/a>. \u0648\u0644\u0627 \u064a\u0632\u0627\u0644 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u062a\u062d\u062f\u064a\u062f \u0641\u0627\u0626\u0632\u064d \u0639\u0627\u062f\u0644\u064d \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629: \u0641\u0642\u062f \u0623\u0637\u0644\u0642\u062a \u0634\u0631\u0643\u0629 Zhipu \u0646\u0645\u0648\u0630\u062c GLM-5.2 \u062f\u0648\u0646 \u0646\u0634\u0631 \u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 (benchmarks)\u060c \u0643\u0645\u0627 \u0623\u0646 \u0627\u0644\u0623\u0637\u0631\u0627\u0641 \u0627\u0644\u0645\u062d\u0627\u064a\u062f\u0629 \u0644\u0645 \u062a\u0646\u0634\u0631 \u0628\u0639\u062f \u0646\u062a\u0627\u0626\u062c \u0645\u064f\u0642\u0627\u0633\u064e\u0629 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0648\u0645\u064f\u0642\u0627\u0631\u064e\u0646\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c\u064e\u064a\u0646 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u0629 (agentic-coding scores)\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0625\u0646 \u0623\u064a \u0627\u062f\u0639\u0627\u0621\u064d \u0627\u0644\u064a\u0648\u0645 \u0628\u0640\u00ab\u0641\u0648\u0632\u00bb \u0623\u062d\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u0633\u0628\u0642 \u0627\u0644\u0623\u0648\u0627\u0646. \u0623\u0645\u0627 \u0641\u064a \u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0627\u0644\u0645\u063a\u0644\u0642\u0629 (closed frontier)\u060c \u0641\u0625\u0646 \u0646\u0645\u0648\u0630\u062c K2.7 Code \u064a\u064f\u0639\u064e\u062f \u062e\u064a\u0627\u0631\u064b\u0627 \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0651\u0627 (value play) \u0648\u0644\u064a\u0633 \u0631\u0627\u0626\u062f\u064b\u0627 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0642\u062f\u0631\u0627\u062a: \u0641\u0623\u0646\u062a \u062a\u0642\u0628\u0644 \u0641\u062c\u0648\u0629\u064b \u0642\u0627\u0628\u0644\u0629\u064b \u0644\u0644\u0642\u064a\u0627\u0633 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0646\u0645\u0648\u0630\u062c GPT-5.5\u060c \u0645\u0642\u0627\u0628\u0644 \u0648\u0632\u0646\u064d \u0645\u0641\u062a\u0648\u062d (open weights) \u0648\u0633\u0639\u0631\u064d \u0642\u062f \u064a\u0643\u0648\u0646 \u0623\u0642\u0644 \u0628\u0639\u0648\u0627\u0645\u0644 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0639\u0634\u0631\u0629 \u0623\u0636\u0639\u0627\u0641.<\/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>\u0647\u0644 \u0646\u0645\u0648\u0630\u062c Kimi K2.7 Code \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 (chatbot) \u0623\u0645 \u0646\u0645\u0648\u0630\u062c \u0628\u0631\u0645\u062c\u064a\u061f<\/h3>\n<p>\u0625\u0646\u0647 \u0646\u0645\u0648\u0630\u062c \u0645\u062a\u062e\u0635\u0650\u0651\u0635 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0635\u064f\u0645\u0650\u0651\u0645 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0645\u0647\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u0629 (agentic software tasks) \u2014 \u0645\u062b\u0644 \u0627\u0644\u062a\u062e\u0637\u064a\u0637\u060c \u0648\u062a\u062d\u0631\u064a\u0631 \u0627\u0644\u0645\u0644\u0641\u0627\u062a\u060c \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0648\u0625\u0635\u0644\u0627\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0639\u0628\u0631 \u062e\u0637\u0648\u0627\u062a \u0639\u062f\u064a\u062f\u0629. \u0648\u0647\u0648 \u0644\u0627 \u064a\u064f\u0637\u0631\u062d \u0643\u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0639\u0627\u0645. \u0648\u062a\u0648\u0635\u064a \u0634\u0631\u0643\u0629 Moonshot \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0623\u0642\u062f\u0645 K2.6 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0639\u0627\u0645\u0629\u060c \u0648\u062a\u062e\u0635\u0651\u0635 \u0646\u0633\u062e\u0629 K2.7 Code \u062d\u0635\u0631\u064a\u064b\u0651\u0627 \u0644\u0645\u0647\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629.<\/p>\n<h3>\u0645\u0627 \u0633\u0639\u0631 \u0646\u0645\u0648\u0630\u062c Kimi K2.7 Code\u061f<\/h3>\n<p>\u064a\u0628\u0644\u063a \u0633\u0639\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0660\u066b\u0669\u0665 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644 (input tokens)\u060c \u0648\u0664\u066b\u0660\u0660 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062e\u0631\u0627\u062c (output tokens)\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u064f\u062e\u0632\u064e\u0651\u0646\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 (cache hits) \u062d\u0648\u0627\u0644\u064a \u0660\u066b\u0661\u0669 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644. \u0648\u0647\u0630\u0627 \u064a\u0639\u0627\u062f\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0633\u0639\u0631\u064b\u0627 \u0623\u0642\u0644 \u0628\u0633\u062a\u0629 \u0623\u0636\u0639\u0627\u0641 \u0645\u0646 \u0633\u0639\u0631 Claude Opus 4.8 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0625\u062e\u0631\u0627\u062c\u060c \u0648\u0623\u0642\u0644 \u0628\u0623\u0643\u062b\u0631 \u0645\u0646 \u0661\u0662 \u0636\u0639\u0641\u064b\u0627 \u0645\u0646 \u0633\u0639\u0631 Claude Fable 5.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Kimi K2.7 Code \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0627\u0644\u0623\u0648\u0632\u0627\u0646 (weights) \u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u0639\u0645\u0648\u0645 \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 MIT \u0627\u0644\u0645\u064f\u0639\u062f\u064e\u0651\u0644\u0629\u060c \u0644\u0643\u0646\u0647 \u0646\u0645\u0648\u0630\u062c \u0636\u062e\u0645 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (1T-parameter)\u060c \u0648\u064a\u0633\u062a\u063a\u0631\u0642 \u0646\u062d\u0648 \u0665\u0669\u0665 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635 \u0627\u0644\u0635\u0644\u0628 \u062d\u062a\u0649 \u0641\u064a \u062a\u0646\u0633\u064a\u0642\u0647 \u0627\u0644\u0623\u0635\u0644\u064a \u0630\u064a \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 (int4). \u0648\u0644\u0625\u0639\u062f\u0627\u062f \u0625\u0646\u062a\u0627\u062c\u064a \u0648\u0627\u0642\u0639\u064a\u060c \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0627 \u064a\u0642\u0631\u0628 \u0645\u0646 \u0668 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u0646 \u0627\u0644\u0641\u0626\u0629 \u0668\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a (~\u0666\u0664\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM)\u060c \u0623\u064a \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u062e\u0645\u0633 \u0648\u062d\u062f\u0627\u062a H200. \u0648\u064a\u0645\u0643\u0646 \u0644\u0645\u0646\u0638\u0648\u0645\u0629 \u0645\u0643\u0648\u064e\u0651\u0646\u0629 \u0645\u0646 \u0664 \u0648\u062d\u062f\u0627\u062a RTX 4090 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u0642\u0637 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0622\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0631\u064a\u063a \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629\/\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (CPU\/RAM offload)\u060c \u0648\u0628\u0633\u064a\u0627\u0642 \u0645\u062d\u062f\u0648\u062f (reduced context) \u0648\u0623\u062f\u0627\u0621 \u0623\u0642\u0644 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 (lower throughput)\u060c \u0648\u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0623\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0623\u0646 \u062a\u0633\u062a\u0648\u0639\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0643\u0627\u0645\u0644.<\/p>\n<h3>\u0645\u0627 \u0645\u062f\u0649 \u062a\u0641\u0648\u064f\u0651\u0642 \u0646\u0645\u0648\u0630\u062c K2.7 Code \u0639\u0644\u0649 K2.6\u061f<\/h3>\n<p>\u0623\u0641\u0627\u062f\u062a \u0634\u0631\u0643\u0629 Moonshot \u0628\u062a\u062d\u0633\u064f\u0651\u0646 \u0646\u0633\u0628\u062a\u0647 +\u0662\u0661\u066b\u0668\u066a \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 Kimi Code Bench v2\u060c \u0648+\u0661\u0661\u066b\u0660\u066a \u0641\u064a \u0628\u0631\u0646\u0627\u0645\u062c Program Bench\u060c \u0648+\u0663\u0661\u066b\u0665\u066a \u0641\u064a MLS Bench Lite\u060c \u0648+\u0661\u0661\u066b\u0664\u066a \u0641\u064a MCPMark Verified\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0646\u062e\u0641\u0627\u0636 \u0628\u0646\u0633\u0628\u0629 \u0646\u062d\u0648 \u0663\u0660\u066a \u0641\u064a \u0639\u062f\u062f \u0631\u0645\u0648\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c (reasoning tokens) \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0643\u0644 \u0645\u0647\u0645\u0629. \u0648\u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0645\u064f\u0628\u0644\u064e\u0651\u063a \u0639\u0646\u0647\u0627 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0635\u0646\u0650\u0651\u0639\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627\u060c \u0644\u0630\u0627 \u064a\u062c\u0628 \u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0627 \u0645\u0624\u0634\u0631\u0627\u062a \u062a\u0648\u062c\u064a\u0647\u064a\u0629 \u0641\u0642\u0637.<\/p>\n<h3>\u0647\u0644 \u064a\u062f\u0639\u0645 \u0646\u0645\u0648\u0630\u062c Kimi K2.7 Code \u0627\u0644\u0635\u0648\u0631\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0641\u0647\u0648 \u064a\u062a\u0636\u0645\u064e\u0651\u0646 \u0645\u064f\u0634\u0641\u0650\u0651\u0631 \u0631\u0624\u064a\u0629 (vision encoder) \u062e\u0627\u0635\u064b\u0651\u0627 \u0628\u0627\u0633\u0645 MoonViT \u0628\u0633\u0639\u0629 \u0664\u0660\u0660 \u0645\u0644\u064a\u0648\u0646 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u0648\u064a\u0642\u0628\u0644 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a. \u0648\u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0644\u0647 \u0628\u0627\u0644\u0639\u0645\u0644 \u0645\u0646 \u0644\u0642\u0637\u0627\u062a \u0627\u0644\u0634\u0627\u0634\u0629 (screenshots) \u0623\u0648 \u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0633\u062c\u064a\u0644\u0627\u062a \u0627\u0644\u0642\u0635\u064a\u0631\u0629 \u2014 \u0648\u0647\u064a \u0645\u064a\u0632\u0629 \u063a\u064a\u0631 \u0645\u0623\u0644\u0648\u0641\u0629 \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u064a\u0631\u0643\u0651\u0632 \u0639\u0644\u0649 \u0627\u0644\u0628\u0631\u0645\u062c\u0629.<\/p>\n<h3>\u0647\u0644 \u064a\u062a\u0641\u0648\u064e\u0651\u0642 \u0646\u0645\u0648\u0630\u062c Kimi K2.7 Code \u0639\u0644\u0649 GPT-5.5 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629\u061f<\/h3>\n<p>\u0644\u0627\u060c \u0644\u064a\u0633 \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629. \u0641\u0646\u0645\u0648\u0630\u062c GPT-5.5 \u064a\u062a\u0642\u062f\u064e\u0651\u0645 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 Program Bench (\u0666\u0669\u066b\u0661 \u0645\u0642\u0627\u0628\u0644 \u0665\u0663\u066b\u0666) \u0648\u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 MCPMark Verified (\u0669\u0662\u066b\u0669 \u0645\u0642\u0627\u0628\u0644 \u0668\u0661\u066b\u0661). \u0623\u0645\u0627 \u0645\u064a\u0632\u0629 K2.7 Code \u0641\u0647\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629: \u0641\u0627\u0644\u0641\u062c\u0648\u0629 \u0627\u0644\u0633\u0639\u0631\u064a\u0629 \u062a\u0639\u0646\u064a \u0623\u0646\u0647 \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644\u0647 \u0628\u0643\u062b\u0631\u0629 \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631 \u0636\u0645\u0646 \u0646\u0641\u0633 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629\u060c \u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u062e\u064a\u0627\u0631\u064b\u0627 \u0631\u0627\u0628\u062d\u064b\u0627 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062d\u062c\u0645.<\/p>\n<h3>\u0645\u0627 \u0627\u0644\u0645\u0642\u0635\u0648\u062f \u0628\u0640\u00ab\u0648\u0636\u0639 \u0627\u0644\u062a\u0641\u0643\u064a\u0631\u00bb (thinking mode)\u060c \u0648\u0647\u0644 \u064a\u0645\u0643\u0646 \u0625\u064a\u0642\u0627\u0641\u0647\u061f<\/h3>\n<p>\u0648\u0636\u0639 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0647\u0648 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0642\u0648\u0645 \u0628\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0642\u0628\u0644 \u0623\u0646 \u064a\u0642\u062f\u0645 \u0625\u062c\u0627\u0628\u062a\u0647. \u0648\u0641\u064a \u0646\u0645\u0648\u0630\u062c K2.7 Code\u060c \u0647\u0630\u0627 \u0627\u0644\u0648\u0636\u0639 \u0625\u0644\u0632\u0627\u0645\u064a \u2014 \u0641\u0644\u0627 \u064a\u0648\u062c\u062f \u0648\u0636\u0639\u064c \u063a\u064a\u0631 \u062a\u0623\u0645\u0644\u064a (non-thinking mode)\u060c \u0648\u062a\u0631\u062f \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u062e\u0637\u0623\u064b \u0625\u0630\u0627 \u062d\u0627\u0648\u0644\u062a \u062a\u0639\u0637\u064a\u0644\u0647. \u0648\u0627\u0644\u0627\u062f\u0639\u0627\u0621 \u0627\u0644\u0645\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0647\u0648 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062c\u062f\u064a\u062f \u064a\u0635\u0644 \u0627\u0644\u0622\u0646 \u0625\u0644\u0649 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u062d\u0648 \u0663\u0660\u066a \u0623\u0642\u0644 \u0645\u0646 \u0631\u0645\u0648\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 K2.6.<\/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>\u064a\u064f\u0639\u064e\u062f \u0646\u0645\u0648\u0630\u062c Kimi K2.7 Code \u0625\u0635\u062f\u0627\u0631\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0648\u0645\u064f\u0648\u062c\u064e\u0651\u0647\u064b\u0627 \u0628\u062f\u0642\u0629: \u0641\u0647\u0648 \u0648\u0643\u064a\u0644 \u0628\u0631\u0645\u062c\u064a \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0648\u0632\u0646 (open-weight) \u0628\u062d\u062c\u0645 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u064a\u0636\u062d\u064a \u0628\u0641\u062c\u0648\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0641\u064a \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 GPT-5.5 \u0645\u0642\u0627\u0628\u0644 \u0633\u0639\u0631\u064d \u064a\u0635\u0639\u0628 \u0627\u0644\u062c\u062f\u0627\u0644 \u0641\u064a\u0647 \u0648\u0631\u062e\u0635\u0629 \u062a\u062a\u064a\u062d \u0644\u0643 \u0627\u0645\u062a\u0644\u0627\u0643 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0643\u0627\u0645\u0644. \u0648\u0644\u0646 \u064a\u062a\u0635\u062f\u064e\u0651\u0631 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u0648\u0627\u0626\u0645 \u0623\u0641\u0636\u0644 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0643\u0645\u0627 \u0623\u0646 \u0627\u0634\u062a\u0631\u0627\u0637 \u0648\u0636\u0639 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 (mandatory thinking mode) \u0648\u0627\u062d\u062a\u064a\u0627\u062c\u0647 \u0625\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u0631\u0643\u0632 \u0628\u064a\u0627\u0646\u0627\u062a \u2014 \u0625\u0630 \u064a\u0634\u063a\u0644 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0646\u0635\u0641 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u062d\u062a\u0649 \u0639\u0646\u062f \u0623\u062f\u0646\u0649 \u062f\u0642\u0629 \u062a\u062e\u0632\u064a\u0646 (4-bit) \u2014 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0644\u064a\u0633 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0644\u062c\u0645\u064a\u0639. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u064f\u062c\u0631\u0650\u064a \u0645\u0647\u0627\u0645 \u0628\u0631\u0645\u062c\u0629 \u0648\u0643\u064a\u0644\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062d\u062c\u0645\u060c \u062d\u064a\u062b \u062a\u062a\u0631\u0627\u0643\u0645 \u062a\u0643\u0644\u0641\u0629 \u0643\u0644 \u0645\u0647\u0645\u0629 \u0628\u0633\u0631\u0639\u0629\u060c \u064a\u064f\u0639\u064e\u062f \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u062d\u062f \u0623\u0643\u062b\u0631 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0645\u0635\u062f\u0627\u0642\u064a\u0629 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666. \u0627\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0645\u0627 \u0644\u0645 \u062a\u0643\u0646 \u062a\u0645\u062a\u0644\u0643 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0643\u0627\u0641\u064a\u0629 \u0648\u0644\u062f\u064a\u0643 \u0633\u0628\u0628 \u0648\u062c\u064a\u0647 \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u0627\u062a\u064a\u064b\u0651\u0627\u060c \u0648\u0642\u0645 \u0628\u0627\u062e\u062a\u0628\u0627\u0631 \u0623\u062f\u0627\u0626\u0647 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a\u0643 (repos) \u0627\u0644\u062e\u0627\u0635\u0629 \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0647\u060c \u0648\u0627\u062d\u062a\u0641\u0638 \u0628\u0646\u0633\u062e\u0629 K2.6 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u062a\u064a \u0644\u0645 \u064a\u064f\u0635\u0645\u064e\u0651\u0645 K2.7 \u0623\u0635\u0644\u064b\u0627 \u0644\u0623\u062f\u0627\u0626\u0647\u0627.<\/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\/meta-watermelon-ai-model-gpt-5-5-benchmarks\/\">Meta&#039;s &#039;Watermelon&#039; AI Model Reportedly Matches GPT-5.5 on Benchmarks<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/gpt-5-6-what-we-know-2026\/\">GPT-5.6: \u0645\u0627 \u0646\u0639\u0631\u0641\u0647 \u0645\u0642\u0627\u0628\u0644 \u0645\u0627 \u062a\u0633\u0631\u0628 (\u0639\u0627\u0645 2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/glm-5-2-explained-2026\/\">\u0634\u0631\u062d \u0646\u0645\u0648\u0630\u062c GLM 5.2: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0633\u0639\u0629 \u0645\u0644\u064a\u0648\u0646 \u0633\u064a\u0627\u0642 \u0645\u0646 Zhipu<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/ollama-vs-jan-2026\/\">\u0645\u0642\u0627\u0631\u0646\u0629 Ollama \u0648Jan: \u0623\u064a \u062a\u0637\u0628\u064a\u0642 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062d\u0644\u064a \u064a\u0641\u0648\u0632 \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/lm-studio-complete-guide-2026\/\">LM Studio: \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 (2026)<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u064a\u064f\u0639\u062f \u00abKimi K2.7 Code\u00bb \u0645\u0646 Moonshot \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0648\u0632\u0646 \u0628\u0645\u0639\u0644\u0645\u0627\u062a 1T\u060c \u0645\u0635\u0645\u0645\u064b\u0627 \u062d\u0635\u0631\u064a\u064b\u0651\u0627 \u0644\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a. \u0648\u0646\u0642\u0648\u0645 \u0628\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u064a \u0623\u062c\u0631\u0627\u0647\u0627 \u0627\u0644\u0645\u0648\u0631\u062f\u060c \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0646\u0638\u0627\u0645 int4\u060c \u0648\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0633\u0639\u0631\u0647 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a $0.95\/$4.00 \u064a\u062a\u0641\u0648\u0642 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0645\u063a\u0644\u0642\u0629.<\/p>","protected":false},"author":1,"featured_media":1931,"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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