{"id":1571,"date":"2026-07-17T00:45:41","date_gmt":"2026-07-17T00:45:41","guid":{"rendered":"https:\/\/convly.ai\/?p=1571"},"modified":"2026-07-17T00:45:41","modified_gmt":"2026-07-17T00:45:41","slug":"kimi-k3-explained-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/kimi-k3-explained-2026\/","title":{"rendered":"\u0634\u0631\u062d \u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0645\u064a \u0643\u064a 3: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0630\u064a \u0637\u0648\u0631\u062a\u0647 \u0634\u0631\u0643\u0629 \u0645\u0648\u0646 \u0634\u0648\u062a \u0648\u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u0648\u064a\u062a\u0641\u0648\u0651\u0642 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0628\u0633 4.8"},"content":{"rendered":"<p>\u0623\u0637\u0644\u0642\u062a \u0634\u0631\u0643\u0629 Moonshot AI \u0646\u0645\u0648\u0630\u062c Kimi K3 \u0641\u064a 16 \u064a\u0648\u0644\u064a\u0648 2026\u060c \u0648\u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0628\u0627\u0631\u0632 \u0641\u064a\u0647 \u064a\u0635\u0639\u0628 \u062a\u062c\u0627\u0647\u0644\u0647: 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644\u060c \u0648\u0647\u0648 \u0645\u0627 \u062a\u062f\u0651\u0639\u064a \u0627\u0644\u0634\u0631\u0643\u0629 \u0623\u0646\u0647 \u064a\u062c\u0639\u0644\u0647 \u0623\u0643\u0628\u0631 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u062a\u0645 \u0625\u0635\u062f\u0627\u0631\u0647 \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642. \u0623\u0645\u0627 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0641\u0644\u0627 \u062a\u0632\u0627\u0644 \u063a\u064a\u0631 \u0645\u062a\u0627\u062d\u0629 \u0644\u0644\u0639\u0627\u0645\u0629 \u0628\u0639\u062f \u2014 \u0648\u0645\u0646 \u0627\u0644\u0645\u0642\u0631\u0631 \u0623\u0646 \u062a\u064f\u0646\u0634\u0631 \u0641\u064a 27 \u064a\u0648\u0644\u064a\u0648 \u2014 \u0644\u0643\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0627\u062d \u0628\u0627\u0644\u0641\u0639\u0644 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a Kimi \u0648\u0641\u064a Kimi Code \u0648\u0639\u0644\u0649 \u0645\u0646\u0635\u0629 OpenRouter. \u0623\u0645\u0627 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0641\u0647\u064a \u0627\u0644\u062d\u0643\u0627\u064a\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/p>\n<p>\u0639\u0644\u0649 \u0645\u0624\u0634\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 Artificial Analysis\u060c \u062d\u0635\u0644 K3 \u0639\u0644\u0649 \u062a\u0631\u062a\u064a\u0628 <strong>57<\/strong>. That puts it above Claude Opus 4.8 (56) and behind only GPT-5.6 Sol (59) and Claude Fable 5 (60) \u2014 the first time an open-weight model has been measured inside the frontier group rather than a tier below it. The twist is the price tag. K3 lists at $3.00 per million input tokens and $15.00 per million output, roughly three times what Kimi K2.6 charged. The era of frontier Chinese models at rock-bottom prices looks like it is ending. Here is what is real, what is vendor-reported, and where K3 actually fits.<\/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>2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644\u060c \u0645\u0639 \u062a\u0641\u0639\u064a\u0644 16 \u062e\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0623\u0635\u0644 896 \u062e\u0628\u064a\u0631\u064b\u0627.<\/strong> \u0646\u0645\u0648\u0630\u062c \u0643\u062b\u064a\u0641 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0645\u0628\u062f\u0623 \u00ab\u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0637 \u0628\u064a\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621\u00bb (Mixture-of-Experts) \u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Moonshot \u00abStable LatentMoE\u00bb \u2014 \u0648\u0647\u0648 \u0623\u0643\u0628\u0631 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u062a\u0645 \u0627\u0644\u0625\u0639\u0644\u0627\u0646 \u0639\u0646\u0647 \u062d\u062a\u0649 \u0627\u0644\u0622\u0646.<\/li>\n<li><strong>57 \u0639\u0644\u0649 \u0645\u0624\u0634\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 AA<\/strong> \u2014 above Claude Opus 4.8 (56), below GPT-5.6 Sol (59) and Claude Fable 5 (60). The strongest open-weight score yet recorded.<\/li>\n<li><strong>\u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0648\u062f\u0639\u0645 \u0628\u0635\u0631\u064a \u0623\u0635\u0644\u064a\u060c \u0645\u0639 \u062a\u0634\u063a\u064a\u0644 \u0648\u0636\u0639 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u062f\u0627\u0626\u0645\u064b\u0627.<\/strong> \u064a\u0643\u0648\u0646 \u0623\u0642\u0635\u0649 \u062c\u0647\u062f \u062a\u0641\u0643\u064a\u0631\u064a \u0647\u0648 \u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u061b \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0639\u062f\u0651 \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0642\u0627\u062f\u0645\u0629 \u0628\u0625\u062f\u062e\u0627\u0644 \u0623\u0648\u0636\u0627\u0639 \u0645\u0646\u062e\u0641\u0636\u0629 \u0648\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0647\u062f.<\/li>\n<li><strong>\u0642\u0637\u0639\u062a\u0627\u0646 \u0645\u0639\u0645\u0627\u0631\u064a\u0651\u062a\u0627\u0646 \u062c\u062f\u064a\u062f\u062a\u0627\u0646:<\/strong> \u0627\u0646\u062a\u0628\u0627\u0647 \u0643\u064a\u0645\u064a \u062f\u0644\u062a\u0627 (\u0623\u0633\u0631\u0639 \u0641\u064a \u0641\u0643 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0628\u0646\u0633\u0628\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 6.3\u00d7 \u0639\u0646\u062f \u0633\u064a\u0627\u0642\u0627\u062a \u062a\u062a\u0636\u0645\u0646 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632) \u0648\u0628\u0642\u0627\u064a\u0627 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 (\u0643\u0641\u0627\u0621\u0629 \u062a\u062f\u0631\u064a\u0628 \u0623\u0641\u0636\u0644 \u0628\u0646\u0633\u0628\u0629 ~25% \u0628\u062a\u0643\u0644\u0641\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 2%).<\/li>\n<li><strong>\u0644\u0645 \u062a\u0639\u062f \u0631\u062e\u064a\u0635\u0629\u064b \u0628\u0639\u062f \u0627\u0644\u0622\u0646.<\/strong> 3.00 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0644\u0625\u062f\u062e\u0627\u0644 \u064815.00 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0644\u0625\u062e\u0631\u0627\u062c \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 (0.30 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0639\u0646\u062f \u0625\u0635\u0627\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a)\u060c \u0623\u064a \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u062b\u0644\u0627\u062b\u0629 \u0623\u0636\u0639\u0627\u0641 \u0633\u0639\u0631 \u0646\u0645\u0648\u0630\u062c K2.6 \u0627\u0644\u0628\u0627\u0644\u063a 0.95 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0644\u0625\u062f\u062e\u0627\u0644 \u06484.00 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0623\u0645\u0631\u064a\u0643\u064a\u0629 \u0644\u0644\u0625\u062e\u0631\u0627\u062c\u060c \u0648\u064a\u0633\u0627\u0648\u064a \u062a\u0645\u0627\u0645\u064b\u0627 \u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u0645\u064f\u0639\u0644\u0646 \u0644\u0646\u0645\u0648\u0630\u062c \u0643\u0644\u0648\u062f \u0633\u0648\u0646\u064a\u062a 5.<\/li>\n<li><strong>\u0633\u062a\u064f\u0646\u0634\u0631 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0641\u064a 27 \u064a\u0648\u0644\u064a\u0648 2026.<\/strong> \u062d\u062a\u0649 \u0630\u0644\u0643 \u0627\u0644\u062d\u064a\u0646\u060c \u0633\u064a\u0643\u0648\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0627\u062d\u064b\u0627 \u0641\u0642\u0637 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)\u060c \u0648\u0628\u0645\u0627 \u0623\u0646 \u062d\u062c\u0645\u0647 \u064a\u0628\u0644\u063a \u0646\u062d\u0648 1.4 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0639\u0646\u062f \u0627\u0644\u062a\u0643\u0645\u064a\u0646 \u0628\u06404 \u0628\u062a\u060c \u0641\u0625\u0646 \u0645\u0635\u0637\u0644\u062d \u00ab\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0623\u0648\u0632\u0627\u0646\u00bb \u0644\u0646 \u064a\u0639\u0646\u064a \u00ab\u0642\u0627\u0628\u0644\u064b\u0627 \u0644\u0644\u062a\u0634\u063a\u064a\u0644\u00bb \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062a\u0642\u0631\u064a\u0628\u064b\u0627.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a5a5c16d7c41\" 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-6a5a5c16d7c41\"  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-k3-explained-2026\/#What_Kimi_K3_actually_is\" >\u0645\u0627 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0645\u064a K3 \u0628\u0627\u0644\u0641\u0639\u0644<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/kimi-k3-explained-2026\/#The_architecture_how_you_train_28T_without_the_bill_exploding\" >\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629: \u0643\u064a\u0641 \u062a\u062f\u0631\u0651\u0628 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0628\u062d\u062c\u0645 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 \u062f\u0648\u0646 \u0623\u0646 \u062a\u0646\u0641\u062c\u0631 \u0627\u0644\u062a\u0643\u0644\u0641\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/kimi-k3-explained-2026\/#Benchmarks_where_it_wins_where_it_doesnt\" >\u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629: \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0641\u0648\u0642 \u0641\u064a\u0647\u0627\u060c \u0648\u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u062a\u0641\u0648\u0642 \u0641\u064a\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-k3-explained-2026\/#The_price_story_the_cheap-Chinese-AI_era_is_ending\" >\u0642\u0635\u0629 \u0627\u0644\u0633\u0639\u0631: \u0639\u0635\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0635\u064a\u0646\u064a \u0627\u0644\u0631\u062e\u064a\u0635 \u064a\u0646\u062a\u0647\u064a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/kimi-k3-explained-2026\/#Intelligence_per_dollar_our_take\" >\u0627\u0644\u0630\u0643\u0627\u0621 \u0644\u0643\u0644 \u062f\u0648\u0644\u0627\u0631: \u0631\u0623\u064a\u0646\u0627 \u0627\u0644\u062e\u0627\u0635<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/kimi-k3-explained-2026\/#%E2%80%9COpen_weights%E2%80%9D_does_not_mean_you_can_run_it\" >\u00ab\u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629\u00bb \u0644\u0627 \u062a\u0639\u0646\u064a \u0623\u0646 \u0628\u0625\u0645\u0643\u0627\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/kimi-k3-explained-2026\/#Who_should_use_K3\" >\u0645\u0646 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0633\u062a\u062e\u062f\u0645 K3<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/kimi-k3-explained-2026\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_Kimi_K3_actually_is\"><\/span>\u0645\u0627 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0645\u064a K3 \u0628\u0627\u0644\u0641\u0639\u0644<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>K3 \u0647\u0648 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0639\u0627\u0645 \u0627\u0644\u0631\u0627\u0626\u062f \u0645\u0646 \u0634\u0631\u0643\u0629 \u0645\u0648\u0646\u0634\u0648\u062a\u060c \u0648\u0644\u064a\u0633 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0645\u062a\u062e\u0635\u0635\u064b\u0627. \u0648\u0647\u0630\u0647 \u062a\u063a\u064a\u064a\u0631\u064c \u0645\u062a\u0639\u0645\u064e\u0651\u062f\u064c \u0641\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 <a href=\"\/ar\/kimi-k2-7-code-explained-2026\/\">Kimi K2.7 Code<\/a>, \u0627\u0644\u0630\u064a \u0641\u0635\u0644\u062a\u0647 \u0627\u0644\u0634\u0631\u0643\u0629 \u0643\u0625\u0635\u062f\u0627\u0631\u064d \u062e\u0627\u0635\u064d \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0641\u0642\u0637 \u0642\u0628\u0644 \u0634\u0647\u0631\u064d \u0648\u0627\u062d\u062f. \u0648\u0642\u062f \u0635\u064f\u0645\u0645 K3 \u0644\u064a\u0624\u062f\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0647\u0627\u0645: \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629\u060c \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0648\u0623\u0647\u0645 \u0645\u0627 \u064a\u0631\u0643\u0650\u0651\u0632 \u0639\u0644\u064a\u0647 \u0645\u0648\u0646\u0634\u0648\u062a \u0628\u0648\u0636\u0648\u062d: \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0639\u0645\u064a\u0644\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0623\u0641\u0642 \u0627\u0644\u0632\u0645\u0646\u064a \u0627\u0644\u0637\u0648\u064a\u0644\u060c \u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u062e\u0637\u064a\u0637\u060c \u0648\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0648\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<p>\u0627\u0644\u0645\u0642\u064a\u0627\u0633 \u0647\u0648 \u0623\u0648\u0644 \u0645\u0627 \u064a\u062c\u0628 \u0641\u0647\u0645\u0647\u060c \u0623\u0645\u0627 \u0627\u0644\u062a\u0641\u0631\u0642\u0629 (Sparsity) \u0641\u0647\u064a \u062b\u0627\u0646\u064a\u0647\u0627. \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 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644\u060c \u0641\u0625\u0646 16 \u062e\u0628\u064a\u0631\u064b\u0627 \u0641\u0642\u0637 \u0645\u0646 \u0623\u0635\u0644 896 \u062e\u0628\u064a\u0631\u064b\u0627 \u064a\u062a\u0645 \u062a\u0641\u0639\u064a\u0644\u0647\u0627 \u0644\u0643\u0644 \u0631\u0645\u0632\u064d \u0645\u0639\u0637\u0649. \u0648\u0647\u0630\u0627 \u0645\u0627 \u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648\u0648\u0642\u062a \u0627\u0644\u062a\u0623\u062e\u064a\u0631 \u0636\u0645\u0646 \u0646\u0637\u0627\u0642\u064d \u064a\u0645\u0643\u0646 \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u062a\u0642\u062f\u064a\u0645\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061b \u0625\u0630 \u0625\u0646 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0643\u062b\u064a\u0641 (Dense) \u0628\u062d\u062c\u0645 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 \u0633\u064a\u0643\u0648\u0646 \u0645\u0633\u062a\u062d\u064a\u0644\u0627\u064b \u0627\u0642\u062a\u0635\u0627\u062f\u064a\u064b\u0651\u0627. \u0648\u0627\u0644\u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0647\u0648 \u0627\u0644\u0630\u0627\u0643\u0631\u0629: \u0641\u062c\u0645\u064a\u0639 \u062a\u0644\u0643 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0628\u0627\u0644\u063a \u0639\u062f\u062f\u0647\u0627 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0644\u0627 \u0628\u062f \u0623\u0646 \u062a\u0628\u0642\u0649 \u0645\u062e\u0632\u064e\u0651\u0646\u0629 \u0641\u064a \u0630\u0627\u0643\u0631\u0629 VRAM\u060c \u0633\u0648\u0627\u0621 \u062a\u0645 \u062a\u0641\u0639\u064a\u0644\u0647\u0627 \u0623\u0645 \u0644\u0627.<\/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\u064a 3<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u0645\u0637\u0648\u0650\u0651\u0631<\/td>\n<td>\u0645\u0648\u0646 \u0634\u0648\u062a \u0622\u064a<\/td>\n<\/tr>\n<tr>\n<td>\u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a<\/td>\n<td>2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 (\u0646\u0645\u0648\u0630\u062c MoE)<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0634\u0637\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632<\/td>\n<td>16 \u062e\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0623\u0635\u0644 896 \u062e\u0628\u064a\u0631\u064b\u0627<\/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<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0646\u0645\u0637<\/td>\n<td>\u0646\u0635 \u0648\u0631\u0624\u064a\u0629 \u2192 \u0646\u0635<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644<\/td>\n<td>\u0645\u0641\u0639\u0651\u0644 \u062f\u0627\u0626\u0645\u064b\u0627 (\u0628\u0623\u0642\u0635\u0649 \u062c\u0647\u062f \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0627)<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0643\u0645\u064a\u0646<\/td>\n<td>\u0623\u0648\u0632\u0627\u0646 MXFP4\u060c \u062a\u0646\u0634\u064a\u0637\u0627\u062a MXFP8<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0639\u0631 \u0627\u0644\u0625\u062f\u062e\u0627\u0644<\/td>\n<td>3.00 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 (0.30 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0639\u0646\u062f \u0625\u0635\u0627\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a)<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0639\u0631 \u0627\u0644\u0625\u062e\u0631\u0627\u062c<\/td>\n<td>15.00 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632<\/td>\n<\/tr>\n<tr>\n<td>\u0633\u0631\u0639\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c<\/td>\n<td>~62 \u0631\u0645\u0632\u064b\u0627\/\u062b\u0627\u0646\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0625\u0635\u062f\u0627\u0631<\/td>\n<td>16 \u064a\u0648\u0644\u064a\u0648 2026<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631<\/td>\n<td>\u0645\u0642\u0631\u0631 \u0641\u064a 27 \u064a\u0648\u0644\u064a\u0648 2026<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u062a\u0648\u062c\u062f \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629 \u0639\u0644\u0649 <a href=\"\/ar\/model\/kimi-k3\/\">\u0648\u0631\u0642\u0629 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0643\u064a\u0645\u064a K3<\/a> \u0641\u064a \u0642\u0633\u0645\u0646\u0627 \u0627\u0644\u0645\u062e\u0635\u0651\u0635 \u0644\u0640 <a href=\"\/ar\/models\/\">\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_architecture_how_you_train_28T_without_the_bill_exploding\"><\/span>\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629: \u0643\u064a\u0641 \u062a\u062f\u0631\u0651\u0628 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0628\u062d\u062c\u0645 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 \u062f\u0648\u0646 \u0623\u0646 \u062a\u0646\u0641\u062c\u0631 \u0627\u0644\u062a\u0643\u0644\u0641\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u062d\u0645\u0644 \u0647\u0630\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0639\u0646\u0635\u0631\u064a\u0646 \u0628\u062d\u062b\u064a\u064a\u0646 \u0645\u0646 \u062a\u0637\u0648\u064a\u0631 \u0634\u0631\u0643\u0629 \u0645\u0648\u0646\u0634\u0648\u062a \u0646\u0641\u0633\u0647\u0627\u060c \u0648\u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u0633\u062a\u0647\u062f\u0641 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0646\u0641\u0633\u0647\u0627: \u0648\u0647\u064a \u0623\u0646 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0639\u0646\u064a \u062f\u0641\u0639 \u062a\u0643\u0644\u0641\u0629 \u0623\u0639\u0644\u0649 \u0645\u0642\u0627\u0628\u0644 \u0643\u0644 \u0631\u0645\u0632 \u0625\u0636\u0627\u0641\u064a \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0643\u0644 \u0637\u0628\u0642\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u0639\u0645\u0642.<\/p>\n<p><strong>\u0627\u0646\u062a\u0628\u0627\u0647 \u0643\u064a\u0645\u064a \u062f\u0644\u062a\u0627 (KDA)<\/strong> \u0622\u0644\u064a\u0629 \u0647\u062c\u064a\u0646\u0629 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0627\u0644\u062e\u0637\u064a. \u0641\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u062a\u0632\u062f\u0627\u062f \u062a\u0631\u0628\u064a\u0639\u064a\u0627\u064b \u0645\u0639 \u0637\u0648\u0644 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u060c \u0648\u0647\u0630\u0627 \u0628\u0627\u0644\u0636\u0628\u0637 \u0633\u0628\u0628 \u0628\u0637\u0621 \u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0648\u0627\u0631\u062a\u0641\u0627\u0639 \u062a\u0643\u0644\u0641\u062a\u0647\u0627 \u0641\u064a \u0643\u0644 \u0645\u0643\u0627\u0646 \u062a\u0645 \u0641\u064a\u0647 \u0637\u0631\u062d\u0647\u0627. \u0648\u062a\u0624\u0643\u062f \u0645\u0648\u0646\u0634\u0648\u062a \u0623\u0646 KDA \u064a\u0648\u0641\u0651\u0631 \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 <strong>\u0641\u0643 \u062a\u0634\u0641\u064a\u0631 \u0623\u0633\u0631\u0639 \u0628\u06406.3\u00d7<\/strong> \u0639\u0646\u062f \u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u2014 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0646\u0627\u0641\u0630\u0629 \u0628\u0633\u0639\u0629 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u0642\u0637 \u0639\u0644\u0649 \u0648\u0631\u0642\u0629 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a\u060c \u0648\u0628\u064a\u0646 \u0646\u0627\u0641\u0630\u0629 \u0628\u0633\u0639\u0629 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u0639\u0644\u064a\u064b\u0651\u0627.<\/p>\n<p><strong>\u0628\u0642\u0627\u064a\u0627 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 (AttnRes)<\/strong> \u064a\u064f\u0648\u0635\u0641 \u0628\u0623\u0646\u0647 \u0628\u062f\u064a\u0644 \u062c\u0627\u0647\u0632 \u0644\u0644\u062a\u0631\u0643\u064a\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 (Residual Connections) \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629\u060c \u0648\u064a\u062d\u0633\u0651\u0646 \u062a\u062f\u0641\u0642 \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0642\u0629. \u0648\u062a\u0642\u0631\u0651 \u0645\u0648\u0646\u0634\u0648\u062a \u0628\u0623\u0646 AttnRes \u064a\u062d\u0642\u0651\u0642 \u0643\u0641\u0627\u0621\u0629 \u062a\u062f\u0631\u064a\u0628 \u0623\u0639\u0644\u0649 \u0628\u0646\u0633\u0628\u0629 <strong>25% \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0628\u062a\u0643\u0644\u0641\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 2%<\/strong>. \u0648\u0628\u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u0645\u0639 \u0625\u0637\u0627\u0631 Stable LatentMoE\u060c \u0648\u062a\u0642\u0646\u064a\u0629 Gated MLA\u060c \u0648\u062f\u0627\u0644\u0629 \u062a\u0646\u0634\u064a\u0637 \u062c\u062f\u064a\u062f\u0629 (SiTU)\u060c \u062a\u062f\u0651\u0639\u064a \u0627\u0644\u0634\u0631\u0643\u0629 \u062a\u062d\u0642\u064a\u0642 \u062a\u062d\u0633\u0651\u0646\u064d \u0641\u064a \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u0643\u0644\u064a\u0629 \u0628\u0646\u0633\u0628\u0629 <strong>2.5\u00d7 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0645\u064a K2<\/strong>.<\/p>\n<p>\u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0623\u0639\u0644\u0646\u062a\u0647\u0627 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0635\u0646\u0650\u0651\u0639\u0629 \u0648\u0644\u0645 \u062a\u064f\u062e\u062a\u0628\u0631 \u0628\u0639\u062f \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644. \u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u0633\u0651\u0631 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629: \u0641\u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u062d\u062c\u0645 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 \u0628\u0634\u0631\u0627\u0621 \u0639\u062f\u062f \u0623\u0643\u0628\u0631 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPUs) \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0645\u0627 \u062a\u0645\u062a\u0644\u0643\u0647 \u062c\u0648\u062c\u0644 \u2014 \u0641\u0642\u064a\u0648\u062f \u0627\u0644\u062a\u0635\u062f\u064a\u0631 \u062a\u062c\u0639\u0644 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u063a\u064a\u0631 \u0645\u062a\u0627\u062d\u0629 \u0644\u0645\u062e\u062a\u0628\u0631 \u0635\u064a\u0646\u064a. \u0628\u0644 \u062a\u0635\u0644 \u0625\u0644\u064a\u0647\u0627 \u0628\u062c\u0639\u0644 \u0643\u0644 \u0633\u0627\u0639\u0629 \u0639\u0645\u0644 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u062a\u0624\u062a\u064a \u062b\u0645\u0627\u0631\u064b\u0627 \u0623\u0643\u0628\u0631.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Benchmarks_where_it_wins_where_it_doesnt\"><\/span>\u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629: \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0641\u0648\u0642 \u0641\u064a\u0647\u0627\u060c \u0648\u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u062a\u0641\u0648\u0642 \u0641\u064a\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0623\u0641\u0636\u0644 \u0646\u062a\u0627\u0626\u062c K3 \u062a\u062a\u0631\u0643\u0651\u0632 \u062d\u0648\u0644 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0639\u0645\u064a\u0644\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a\u0629\u060c \u0648\u0644\u064a\u0633\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0628\u062d\u062a\u0629.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0621<\/th>\n<th>\u0643\u064a\u0645\u064a \u0643\u064a 3<\/th>\n<th>\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0642\u064a\u0633\u0647<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>GPQA Diamond<\/td>\n<td>93.5%<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\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 \u2014 \u0623\u0641\u0636\u0644 \u0646\u062a\u064a\u062c\u0629 \u0645\u0646\u0634\u0648\u0631\u0629 \u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0648\u0642\u062a \u0627\u0644\u0625\u0635\u062f\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>BrowseComp<\/td>\n<td>91.2%<\/td>\n<td>\u0639\u0645\u0644\u0627\u0621 \u0628\u062d\u062b \u0648\u064a\u0628 \u2014 \u0623\u0641\u0636\u0644 \u062f\u0631\u062c\u0629 \u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0649 \u0644\u0648\u062d\u0629 \u0627\u0644\u062a\u062a\u0628\u0639 \u0648\u0642\u062a \u0627\u0644\u0625\u0635\u062f\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>Terminal-Bench 2.1<\/td>\n<td>88.3%<\/td>\n<td>\u0645\u0647\u0627\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0628\u0631 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \/ \u0648\u0627\u062c\u0647\u0629 shell<\/td>\n<\/tr>\n<tr>\n<td>MCP Atlas<\/td>\n<td>84.2%<\/td>\n<td>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0639\u0628\u0631 \u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644 \u0633\u064a\u0627\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (Model Context Protocol)<\/td>\n<\/tr>\n<tr>\n<td>MMMU-Pro<\/td>\n<td>81.6%<\/td>\n<td>\u0627\u0644\u0641\u0647\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637<\/td>\n<\/tr>\n<tr>\n<td>DeepSWE<\/td>\n<td>67.5<\/td>\n<td>\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0645\u062a\u062d\u0627\u0646 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0627\u0644\u0623\u062e\u064a\u0631 (\u0645\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a)<\/td>\n<td>56.0%<\/td>\n<td>\u0623\u0634\u062f \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0627\u0645\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0624\u0634\u0631 \u0630\u0643\u0627\u0621 AA<\/td>\n<td>57<\/td>\n<td>\u0645\u062c\u0645\u0639 \u2014 \u0627\u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u0631\u0627\u0628\u0639 \u0645\u0646 \u0628\u064a\u0646 189 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u064a\u062a\u0645 \u062a\u062a\u0628\u0639\u0647\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u064a\u0628\u0631\u0632 \u0625\u0634\u0627\u0631\u062a\u0627\u0646 \u0645\u0633\u062a\u0642\u0644\u062a\u0627\u0646. \u0641\u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0627\u0621 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Arena\u060c \u0641\u0636\u0651\u0644 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0645\u064a \u0639\u0644\u0649 <em>\u0643\u0644<\/em> \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629 \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 Fable 5 \u0648GPT-5.6 Sol. \u0643\u0645\u0627 \u062d\u0642\u0651\u0642 K3 \u0627\u0644\u0645\u0631\u062a\u0628\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0641\u064a \u0623\u0631\u0628\u0639\u0629 \u0645\u0646 \u0623\u0635\u0644 \u062b\u0645\u0627\u0646\u064a\u0629 \u0645\u0642\u0627\u064a\u064a\u0633 \u0623\u062f\u0627\u0621 (\u0645\u0646\u0647\u0627 Automation Bench \u0648SpreadsheetBench 2 \u0648BrowseComp)\u060c \u0648\u062c\u0627\u0621 \u0641\u064a \u0627\u0644\u0645\u0631\u062a\u0628\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0628\u0639\u062f Fable 5 \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629.<\/p>\n<p>\u0627\u0644\u0645\u0644\u062e\u0651\u0635 \u0627\u0644\u0635\u0627\u062f\u0642: \u0644\u0627 \u064a\u0632\u0627\u0644 K3 \u064a\u062a\u0623\u062e\u0631 \u0642\u0644\u064a\u0644\u064b\u0627 \u0639\u0646 Fable 5 \u0648GPT-5.6 Sol \u0628\u0634\u0643\u0644 \u0639\u0627\u0645\u060c \u0644\u0643\u0646\u0647 \u064a\u062a\u0641\u0648\u0651\u0642 \u0639\u0644\u0649 \u0643\u0644 \u0634\u064a\u0621\u064d \u0622\u062e\u0631 \u062a\u0645 \u0642\u064a\u0627\u0633\u0647 \u062a\u0642\u0631\u064a\u0628\u064b\u0627. \u0648\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0623\u0648\u0632\u0627\u0646\u060c \u0644\u0645 \u064a\u062d\u062f\u062b \u0647\u0630\u0627 \u0645\u0646 \u0642\u0628\u0644.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_price_story_the_cheap-Chinese-AI_era_is_ending\"><\/span>\u0642\u0635\u0629 \u0627\u0644\u0633\u0639\u0631: \u0639\u0635\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0635\u064a\u0646\u064a \u0627\u0644\u0631\u062e\u064a\u0635 \u064a\u0646\u062a\u0647\u064a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0630\u064a \u064a\u062d\u0638\u0649 \u0628\u062a\u063a\u0637\u064a\u0629 \u0623\u0642\u0644 \u0644\u0643\u0646\u0647 \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629. \u0648\u0642\u062f \u0628\u0646\u062a \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u0627\u062a \u0627\u0644\u0635\u064a\u0646\u064a\u0629 \u0633\u0645\u0639\u062a\u0647\u0627 \u0639\u0644\u0649 \u062e\u0641\u0636 \u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u063a\u0631\u0628\u064a\u0629 \u0628\u0646\u0633\u0628\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0639\u0634\u0631\u0629 \u0623\u0636\u0639\u0627\u0641. \u0623\u0645\u0627 \u0646\u0645\u0648\u0630\u062c K3 \u0641\u0644\u0627 \u064a\u0641\u0639\u0644 \u0630\u0644\u0643.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0625\u062f\u062e\u0627\u0644 \/ \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632<\/th>\n<th>\u0625\u062e\u0631\u0627\u062c \/ \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632<\/th>\n<th>\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0643\u064a\u0645\u064a \u0643\u064a 3<\/strong><\/td>\n<td>$3.00<\/td>\n<td>$15.00<\/td>\n<td>$0.30<\/td>\n<\/tr>\n<tr>\n<td>\u0643\u064a\u0645\u064a K2.6 (\u0627\u0644\u0633\u0627\u0628\u0642)<\/td>\n<td>$0.95<\/td>\n<td>$4.00<\/td>\n<td>$0.16<\/td>\n<\/tr>\n<tr>\n<td>Claude Sonnet 5<\/td>\n<td>$3.00<\/td>\n<td>$15.00<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>\u0643\u0644\u0627\u0648\u062f \u0623\u0648\u0628\u0633 4.8<\/td>\n<td>$5.00<\/td>\n<td>$25.00<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>GPT-5.6 Sol<\/td>\n<td>$0.50<\/td>\n<td>$30.00<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u064a\u0628\u0644\u063a \u0633\u0639\u0631 \u0646\u0645\u0648\u0630\u062c K3 \u0646\u062d\u0648 \u062b\u0644\u0627\u062b\u0629 \u0623\u0636\u0639\u0627\u0641 \u0633\u0639\u0631 \u0633\u0627\u0628\u0642\u0647 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u060c \u0648\u064a\u064f\u0628\u0627\u0639 \u0628\u0633\u0639\u0631\u064d \u0645\u0637\u0627\u0628\u0642 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0633\u0639\u0631 \u0643\u0644\u0627\u0648\u062f \u0633\u0648\u0646\u064a\u062a 5. \u0648\u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0643\u0644 \u0645\u0647\u0645\u0629\u060c \u064a\u062a\u0642\u0644\u0651\u0635 \u0627\u0644\u0641\u0627\u0631\u0642 \u0623\u0643\u062b\u0631: \u0625\u0630 \u062a\u0634\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0633\u0629 \u0625\u0644\u0649 \u0623\u0646 \u062a\u0643\u0644\u0641\u0629 K3 \u062a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a 0.94 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0647\u0645\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 GPT-5.6 Sol 1.04 \u062f\u0648\u0644\u0627\u0631\u060c \u0648\u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 Opus 4.8 1.80 \u062f\u0648\u0644\u0627\u0631. \u0648\u0628\u0630\u0644\u0643 \u064a\u0638\u0644 K3 \u0623\u0631\u062e\u0635 \u062b\u0645\u0646\u064b\u0627 \u2014 \u0644\u0643\u0646\u0647 \u0644\u0645 \u064a\u0639\u062f \u064a\u0646\u0627\u0641\u0633 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u062f\u064a\u0645 \u0633\u0639\u0631\u064d \u0623\u0642\u0644 \u0628\u0639\u0634\u0631\u0629 \u0623\u0636\u0639\u0627\u0641\u060c \u0628\u0644 \u064a\u062a\u0646\u0627\u0641\u0633 \u0627\u0644\u0622\u0646 \u0641\u064a \u062d\u062f\u0648\u062f \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0642\u062f\u064e\u0651\u0645\u0629. \u0648\u064a\u0628\u062f\u0648 \u0623\u0646 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 (frontier-grade reasoning) \u062a\u0642\u0627\u0631\u0628 \u0645\u0627 \u062a\u0643\u0644\u0641\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u060c \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0645\u0651\u0646 \u0642\u0627\u0645 \u0628\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Intelligence_per_dollar_our_take\"><\/span>\u0627\u0644\u0630\u0643\u0627\u0621 \u0644\u0643\u0644 \u062f\u0648\u0644\u0627\u0631: \u0631\u0623\u064a\u0646\u0627 \u0627\u0644\u062e\u0627\u0635<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0644\u064a\u0633 \u0627\u0644\u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0635\u062d\u064a\u062d. \u0641\u0627\u0644\u0645\u0647\u0645 \u0647\u0648 \u0643\u0645\u064a\u0629 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0634\u062a\u0631\u064a\u0647\u0627 \u0643\u0644 \u062f\u0648\u0644\u0627\u0631. \u0648\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u0645\u062f\u0645\u062c \u0648\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0645\u0646 \u062f\u0631\u0627\u0633\u0627\u062a\u0646\u0627 <a href=\"\/ar\/ai-price-performance-index-2026\/\">\u0645\u0624\u0634\u0631 \u0623\u062f\u0627\u0621 \u0627\u0644\u0633\u0639\u0631 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0639\u0627\u0645 2026<\/a>\u060c \u0641\u0625\u0644\u064a\u0643 \u0623\u064a\u0646 \u064a\u0642\u0639 \u0646\u0645\u0648\u0630\u062c K3:<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0627\u0644\u0630\u0643\u0627\u0621<\/th>\n<th>\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0628\u0627\u0644\u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632<\/th>\n<th>\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0644\u0643\u0644 \u062f\u0648\u0644\u0627\u0631<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0643\u064a\u0645\u064a \u0643\u064a 3<\/strong><\/td>\n<td>57<\/td>\n<td>$9.00<\/td>\n<td>6.3<\/td>\n<\/tr>\n<tr>\n<td>\u0643\u0644\u0627\u0648\u062f \u0623\u0648\u0628\u0633 4.8<\/td>\n<td>55.7<\/td>\n<td>$15.00<\/td>\n<td>3.7<\/td>\n<\/tr>\n<tr>\n<td>\u063a\u0644\u0648\u0645 5.2<\/td>\n<td>51.1<\/td>\n<td>$2.90<\/td>\n<td>17.6<\/td>\n<\/tr>\n<tr>\n<td>DeepSeek V4-Flash<\/td>\n<td>40.3<\/td>\n<td>$0.21<\/td>\n<td>192<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u064a\u0646\u062a\u062c \u0639\u0646 \u062a\u0644\u0643 \u0627\u0644\u062c\u062f\u0648\u0644 \u062b\u0644\u0627\u062b \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a. \u0641\u0646\u0645\u0648\u0630\u062c K3 \u064a\u0642\u062f\u0651\u0645 \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 <strong>1.7 \u0636\u0639\u0641 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0626\u064a\u0629 \u0644\u0643\u0644 \u062f\u0648\u0644\u0627\u0631 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0643\u0644\u0627\u0648\u062f \u0623\u0648\u0628\u0633 4.8<\/strong> \u0645\u0639 \u062a\u062d\u0642\u064a\u0642\u0647 \u062f\u0631\u062c\u0629 \u0623\u0639\u0644\u0649 \u0642\u0644\u064a\u0644\u064b\u0627 \u2014 \u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0635\u0641\u0642\u0629\u064b \u0623\u0641\u0636\u0644 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0641\u064a \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0639\u0644\u064a\u0627. \u0644\u0643\u0646 <a href=\"\/ar\/glm-5-2-explained-2026\/\">\u063a\u0644\u0648\u0645 5.2<\/a> \u0645\u0627 \u0632\u0627\u0644 \u064a\u0648\u0641\u0651\u0631 <strong>2.8 \u0636\u0639\u0641 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0644\u0643\u0644 \u062f\u0648\u0644\u0627\u0631 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 K3<\/strong> at six points lower intelligence, and DeepSeek V4-Flash returns about <strong>30 \u0636\u0639\u0641\u064b\u0627<\/strong>. \u0625\u0646 K3 \u0647\u0648 \u0623\u0630\u0643\u0649 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u062a\u0627\u062d \u062d\u0627\u0644\u064a\u064b\u0651\u0627\u061b \u0644\u0643\u0646\u0647 \u0628\u0639\u064a\u062f\u064c \u0643\u0644 \u0627\u0644\u0628\u0639\u062f \u0639\u0646 \u0643\u0648\u0646\u0647 \u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0642\u064a\u0645\u0629. \u0641\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u0641\u0639 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 (frontier prices)\u060c \u0641\u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u062a\u0623\u0643\u062f\u064b\u0627 \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0646 \u062d\u0627\u062c\u062a\u0643 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629. \u0648\u0642\u0645 \u0628\u062d\u0633\u0627\u0628 \u0623\u0631\u0642\u0627\u0645\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0641\u064a <a href=\"\/ar\/ai-api-cost-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a>\u060c \u0623\u0648 \u0627\u0637\u0651\u0644\u0639 \u0639\u0644\u0649 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a <a href=\"\/ar\/llm-leaderboard\/\">\u0644\u0648\u062d\u0629 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM leaderboard)<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E2%80%9COpen_weights%E2%80%9D_does_not_mean_you_can_run_it\"><\/span>\u00ab\u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629\u00bb \u0644\u0627 \u062a\u0639\u0646\u064a \u0623\u0646 \u0628\u0625\u0645\u0643\u0627\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0639\u0646\u062f \u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0641\u064a 27 \u064a\u0648\u0644\u064a\u0648\u060c \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0623\u0646 \u062a\u062a\u062f\u0641\u0642 \u0645\u0648\u062c\u0629 \u0645\u0646 \u0627\u0644\u0639\u0646\u0627\u0648\u064a\u0646 \u0627\u0644\u0625\u062e\u0628\u0627\u0631\u064a\u0629 \u062d\u0648\u0644 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0634\u063a\u064a\u0644 \u0623\u064a \u0634\u062e\u0635 \u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0642\u062f\u0645\u0629 \u0641\u064a \u0645\u0646\u0632\u0644\u0647. \u0644\u0643\u0646 \u062a\u0623\u0643\u064e\u0651\u062f \u0623\u0648\u0644\u064b\u0627 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629.<\/p>\n<p>\u0648\u0628\u0645\u0627 \u0623\u0646 \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a (parameters) \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0628\u0644\u063a 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u062a\u0645\u062f\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0623\u0635\u0644\u064a \u0630\u064a 4 \u0628\u062a (MXFP4)\u060c \u0641\u0625\u0646 \u062d\u062c\u0645 \u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0648\u062d\u062f\u0647\u0627 \u064a\u0628\u0644\u063a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 <strong>1.4 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a<\/strong>. \u0648\u0625\u0630\u0627 \u0623\u0636\u0641\u062a \u0625\u0644\u0649 \u0630\u0644\u0643 \u062d\u062c\u0645 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0644\u0644\u0642\u064a\u0645 \u0648\u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d (KV cache) \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u062f\u0639\u0645 \u0633\u064a\u0627\u0642 \u064a\u0635\u0644 \u0625\u0644\u0649 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 (1M context)\u060c \u0641\u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0648\u0627\u0631\u062f \u0623\u0643\u0628\u0631. \u0648\u0628\u0634\u0643\u0644 \u0648\u0627\u0642\u0639\u064a\u060c \u064a\u062a\u0637\u0644\u0628 \u0630\u0644\u0643 \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 <strong>16 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u0646 \u0641\u0626\u0629 H200 \u0639\u0628\u0631 \u0639\u0642\u062f\u062a\u064a\u0646<\/strong> \u2014 \u0623\u064a \u0639\u062f\u0629 \u0645\u0626\u0627\u062a \u0645\u0646 \u0627\u0644\u0622\u0644\u0627\u0641 \u0645\u0646 \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0641\u0642\u0637 \u0644\u0645\u0639\u062f\u0627\u062a \u0627\u0644\u062d\u0648\u0633\u0628\u0629\u060c \u0642\u0628\u0644 \u062d\u062a\u0649 \u0627\u062d\u062a\u0633\u0627\u0628 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a. \u0648\u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629\u060c \u0643\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c K2.7 Code \u0628\u062d\u062c\u0645 1 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0646\u062d\u0648 595 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0648\u062b\u0645\u0627\u0646\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0633\u0639\u0629 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648\u0643\u0627\u0646 \u0630\u0644\u0643 \u0628\u0627\u0644\u0641\u0639\u0644 \u062e\u0627\u0631\u062c \u0646\u0637\u0627\u0642 \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u0634\u0631\u0627\u0626\u064a\u0629 \u0644\u0644\u0623\u0641\u0631\u0627\u062f.<\/p>\n<p>\u0625\u0630\u0646 \u0644\u0645\u0646 \u064a\u064f\u0648\u062c\u064e\u0651\u0647 \u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f \u0625\u0646\u0647 \u0645\u0648\u062c\u064e\u0651\u0647 \u0644\u0644\u0646\u0634\u0631 \u0627\u0644\u0633\u064a\u0627\u062f\u064a (sovereign deployments)\u060c \u0648\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u062a\u0646\u0638\u064a\u0645 \u0648\u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u0625\u0631\u0633\u0627\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0627 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629\u060c \u0648\u0645\u062e\u062a\u0628\u0631\u0627\u062a \u0627\u0644\u0628\u062d\u062b\u060c \u0648\u0645\u0648\u0641\u0631\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0627\u0644\u0630\u064a\u0646 \u0633\u064a\u0633\u062a\u0636\u064a\u0641\u0648\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0646\u064a\u0627\u0628\u0629\u064b \u0639\u0646 \u0627\u0644\u062c\u0645\u064a\u0639. \u0648\u0647\u0630\u0647 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0641\u062c\u0648\u0629 \u0630\u0627\u062a \u062f\u0644\u0627\u0644\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u063a\u0644\u0642\u0629 \u2014 \u0625\u0630 \u064a\u0645\u0643\u0646\u0643 \u0641\u062d\u0635 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (auditing)\u060c \u0648\u0636\u0628\u0637\u0647 \u062d\u0633\u0628 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 (fine-tuning)\u060c \u0648\u062a\u0634\u063a\u064a\u0644\u0647 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u2014 \u0644\u0643\u0646\u0647 \u0644\u064a\u0633 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0645\u0648\u062c\u064e\u0651\u0647\u064b\u0627 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0646\u0632\u0644\u064a\u0629. \u0641\u0625\u0630\u0627 \u0623\u0631\u062f\u062a \u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0623\u062c\u0647\u0632\u062a\u0643 \u0641\u0639\u0644\u064b\u0627 \u0627\u0633\u062a\u064a\u0639\u0627\u0628\u0647\u060c \u0641\u0625\u0646 \u0623\u062f\u0627\u0629 \u062d\u0633\u0627\u0628\u0627\u062a\u0646\u0627 <a href=\"\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0630\u0627\u0643\u0631\u0629 VRAM \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/a> \u062a\u0642\u0648\u0645 \u0628\u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0643\u0644 \u0646\u0645\u0648\u0630\u062c\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0648\u0636\u062d \u0644\u0643 \u0623\u062f\u0627\u0629 <a href=\"\/ar\/self-hosting-vs-api-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/a> \u0623\u064a\u0646 \u062a\u0635\u0628\u062d \u0645\u0644\u0643\u064a\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0623\u0643\u062b\u0631 \u062c\u062f\u0648\u0649 \u0645\u0646 \u0627\u0644\u062f\u0641\u0639 \u0645\u0642\u0627\u0628\u0644 \u0643\u0644 \u0631\u0645\u0632.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Who_should_use_K3\"><\/span>\u0645\u0646 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0633\u062a\u062e\u062f\u0645 K3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0625\u0630\u0627<\/strong> \u0643\u0627\u0646\u062a \u0645\u0647\u0627\u0645\u0643 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u064a\u064a\u0646 (agentic workloads) \u2014 \u0645\u062b\u0644 \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u062a\u0635\u0641\u062d\u060c \u0623\u0648 \u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a\u060c \u0623\u0648 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0630\u0627\u062a \u0627\u0644\u0623\u0641\u0642 \u0627\u0644\u0632\u0645\u0646\u064a \u0627\u0644\u0637\u0648\u064a\u0644 \u2014 \u062d\u064a\u062b \u062a\u0646\u0639\u0643\u0633 \u062f\u0631\u062c\u0627\u062a\u0647 \u0627\u0644\u0645\u0631\u062a\u0641\u0639\u0629 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a BrowseComp \u0648Terminal-Bench \u0648MCP Atlas \u0641\u064a \u0627\u0646\u062e\u0641\u0627\u0636 \u0639\u062f\u062f \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0641\u0634\u0644. \u0643\u0645\u0627 \u0623\u0646\u0647 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0648\u0627\u0636\u062d \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0642\u062f\u0631\u0627\u062a \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u0639 \u0645\u0633\u0627\u0631\u064d \u0645\u0648\u062b\u0648\u0642 \u0644\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u0627\u062d\u0642\u064b\u0627\u060c \u0623\u0648 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062c\u0648\u062f\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629 (front-end) \u0630\u0627\u062a \u0623\u0647\u0645\u064a\u0629 \u0628\u0627\u0644\u063a\u0629 (\u0641\u0642\u062f \u0627\u062e\u062a\u0627\u0631\u0647 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0639\u0644\u0649 Fable 5 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0639\u0645\u064a\u0627\u0621).<\/p>\n<p><strong>\u062a\u062c\u0627\u0647\u0644\u0647 \u0625\u0630\u0627<\/strong> your work is ordinary chat, summarization, classification or retrieval. At $3\/$15 you would be paying frontier rates for tasks that GLM 5.2 or DeepSeek V4-Flash handle at a fraction of the cost. And skip it if you assumed &#8220;open&#8221; meant you could download it this week \u2014 the weights are still nine days out at the time of writing, and 1.4 TB when they arrive.<\/p>\n<p>\u0648\u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0623\u0639\u0645\u0642 \u0647\u0646\u0627 \u0647\u064a \u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u064a\u0647 \u062c\u062f\u0648\u0644 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0628\u0635\u0645\u062a. \u0641\u0642\u062f \u062d\u0642\u0642 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0644\u062a\u0648 \u062f\u0631\u062c\u0629\u064b \u062a\u0641\u0648\u0642 \u062f\u0631\u062c\u0629 \u0643\u0644\u0627\u0648\u062f \u0623\u0648\u0628\u0633 4.8. \u0648\u0623\u0635\u0628\u062d \u0627\u0644\u0641\u0627\u0631\u0642 \u0627\u0644\u0642\u0627\u0626\u0645 \u0633\u0627\u0628\u0642\u064b\u0627 \u0628\u064a\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0627\u0644\u0645\u063a\u0644\u0642 \u064a\u064f\u0642\u0627\u0633 \u0627\u0644\u0622\u0646 \u0628\u0639\u062f\u0629 \u0646\u0642\u0627\u0637 \u0641\u064a \u0645\u0624\u0634\u0631 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0628\u0636\u0639\u0629 \u0623\u0634\u0647\u0631 \u0641\u0642\u0637 \u2014 \u0648\u0644\u064a\u0633 \u0628\u0639\u062f\u0629 \u0623\u062c\u064a\u0627\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>\u0647\u0644 \u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0645\u064a K3 \u0623\u0641\u0636\u0644 \u0645\u0646 \u0643\u0644\u0627\u0648\u062f \u0623\u0648\u0628\u0633 4.8\u061f<\/h3>\n<p>\u0641\u064a \u0645\u0624\u0634\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (Artificial Analysis Intelligence Index)\u060c \u0646\u0639\u0645 \u2014 \u0641\u062f\u0631\u062c\u0629 K3 \u0647\u064a 57 \u0645\u0642\u0627\u0628\u0644 56 \u0644\u0623\u0648\u0628\u0633 4.8\u060c \u0648\u062a\u0643\u0644\u0641\u062a\u0647 3\/15 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u0642\u0627\u0628\u0644 5\/25 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0644\u0623\u0648\u0628\u0633. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0644\u0627 \u064a\u0632\u0627\u0644 \u064a\u062a\u0623\u062e\u0631 \u0639\u0646 GPT-5.6 Sol (59) \u0648\u0643\u0644\u0627\u0648\u062f \u0641\u0627\u0628\u0644 5 (60).<\/p>\n<h3>\u0647\u0644 \u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0645\u064a K3 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631\u061f<\/h3>\n<p>\u0645\u0646 \u0627\u0644\u0645\u0642\u0631\u0631 \u0625\u0635\u062f\u0627\u0631 \u0623\u0648\u0632\u0627\u0646\u0647 \u0644\u0644\u0639\u0627\u0645\u0629 \u0641\u064a 27 \u064a\u0648\u0644\u064a\u0648 2026\u060c \u0648\u0641\u0642\u064b\u0627 \u0644\u0633\u0627\u0628\u0642\u0629 \u0634\u0631\u0643\u0629 \u0645\u0648\u0646\u0634\u0648\u062a \u0627\u0644\u0645\u0639\u062f\u0644\u0629 \u0645\u0646 \u0631\u062e\u0635\u0629 MIT \u0627\u0644\u062a\u064a \u0637\u0628\u0642\u062a\u0647\u0627 \u0633\u0627\u0628\u0642\u064b\u0627 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0643\u064a\u0645\u064a \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u0648\u062d\u062a\u0649 \u0630\u0644\u0643 \u0627\u0644\u062d\u064a\u0646\u060c \u064a\u0643\u0648\u0646 K3 \u0645\u062a\u0627\u062d\u064b\u0627 \u0641\u0642\u0637 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0643\u064a\u0645\u064a\u060c \u0648\u0643\u064a\u0645\u064a \u0643\u0648\u062f\u060c \u0648\u0645\u0646\u0635\u0629 OpenRouter.<\/p>\n<h3>\u0643\u0645 \u062a\u0643\u0644\u0641\u0629 \u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0645\u064a K3\u061f<\/h3>\n<p>3.00 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u062f\u062e\u0644\u060c \u064815.00 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u062e\u0631\u062c\u060c \u06480.30 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0641\u064a \u062d\u0627\u0644\u0629 \u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a (cache hits). \u0648\u0647\u0630\u0627 \u064a\u0639\u0627\u062f\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u062b\u0644\u0627\u062b\u0629 \u0623\u0636\u0639\u0627\u0641 \u0633\u0639\u0631 \u0643\u064a\u0645\u064a K2.6\u060c \u0648\u0645\u0637\u0627\u0628\u0642 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0644\u0633\u0639\u0631 \u0627\u0644\u0645\u0639\u0644\u0646 \u0644\u0643\u0644\u0627\u0648\u062f \u0633\u0648\u0646\u064a\u062a 5.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0645\u064a K3 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u061f<\/h3>\n<p>\u0645\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u062c\u062d \u062c\u062f\u064b\u0651\u0627 \u0623\u0646 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0630\u0644\u0643. \u0641\u0628\u0645\u0627 \u0623\u0646 \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a (parameters) \u064a\u0628\u0644\u063a 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646\u060c \u0641\u0625\u0646 \u062d\u062c\u0645 \u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0628\u062a\u0646\u0633\u064a\u0642 4 \u0628\u062a \u064a\u0628\u0644\u063a \u0646\u062d\u0648 1.4 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u2014 \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 16 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u0646 \u0641\u0626\u0629 H200 \u0639\u0628\u0631 \u0639\u0642\u062f\u062a\u064a\u0646\u060c \u0642\u0628\u0644 \u062d\u062a\u0649 \u0625\u0636\u0627\u0641\u0629 \u0623\u064a \u0630\u0627\u0643\u0631\u0629 \u062a\u062e\u0632\u064a\u0646 \u0645\u0624\u0642\u062a \u0644\u0644\u0642\u064a\u0645 \u0648\u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d (KV cache) \u0644\u062f\u0639\u0645 \u0633\u064a\u0627\u0642 \u0628\u0637\u0648\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632. \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0645\u0648\u062c\u064e\u0651\u0647 \u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u064a\u0633 \u0644\u0623\u062c\u0647\u0632\u0629 \u0633\u0637\u062d \u0627\u0644\u0645\u0643\u062a\u0628.<\/p>\n<h3>\u0645\u0627 \u062d\u062c\u0645 \u0646\u0645\u0648\u0630\u062c \u0643\u064a\u0645\u064a K3\u061f<\/h3>\n<p>\u064a\u0636\u0645 \u0625\u062c\u0645\u0627\u0644\u064a 2.8 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0645\u0639\u0627\u0645\u0644 \u0636\u0645\u0646 \u062a\u0635\u0645\u064a\u0645 \u00ab\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062e\u0628\u0631\u0627\u0621\u00bb (Mixture-of-Experts)\u060c \u0645\u0639 \u062a\u0641\u0639\u064a\u0644 16 \u062e\u0628\u064a\u0631\u064b\u0627 \u0641\u0642\u0637 \u0645\u0646 \u0623\u0635\u0644 896 \u062e\u0628\u064a\u0631\u064b\u0627 \u0644\u0643\u0644 \u0631\u0645\u0632. \u0648\u062a\u0624\u0643\u062f \u0634\u0631\u0643\u0629 \u0645\u0648\u0646\u0634\u0648\u062a \u0623\u0646 \u0647\u0630\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u0643\u0628\u0631 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u064a\u062a\u0645 \u0625\u0635\u062f\u0627\u0631\u0647 \u062d\u062a\u0649 \u0627\u0644\u0622\u0646.<\/p>","protected":false},"excerpt":{"rendered":"<p>A 2.8T-parameter open MoE scoring 57 on the AA Intelligence Index &#8211; above Claude Opus 4.8. The specs, the benchmarks, the new $3\/$15 pricing, and whether you can run it.<\/p>","protected":false},"author":1,"featured_media":1572,"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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[3],"tags":[609,919,750,782,619,423,766],"class_list":["post-1571","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-llms","tag-chinese-ai","tag-kimi-k3","tag-llms","tag-moe","tag-moonshot-ai","tag-open-source-ai","tag-open-weights"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1571","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/comments?post=1571"}],"version-history":[{"count":1,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1571\/revisions"}],"predecessor-version":[{"id":1573,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1571\/revisions\/1573"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/1572"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=1571"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=1571"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=1571"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}