{"id":756,"date":"2026-05-30T15:32:04","date_gmt":"2026-05-30T15:32:04","guid":{"rendered":"https:\/\/convly.ai\/zhipu-glm-explained-2026\/"},"modified":"2026-07-03T13:39:10","modified_gmt":"2026-07-03T13:39:10","slug":"zhipu-glm-explained-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/zhipu-glm-explained-2026\/","title":{"rendered":"\u0632\u0647\u064a\u062a\u0648 \u062c\u064a \u0625\u0644 \u0625\u0645-5.1 \u0641\u064a \u0639\u0627\u0645 2026: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0630\u064a \u062a\u062f\u0631\u0651\u0628 \u062f\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u0646 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642"},"content":{"rendered":"<p>\u0645\u0646 \u0628\u064a\u0646 \u062c\u0645\u064a\u0639 \u0645\u062e\u062a\u0628\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0635\u064a\u0646\u064a\u0629\u060c <strong>Zhipu AI<\/strong> \u2014 \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u062d\u0627\u0644\u064a\u064b\u0651\u0627 \u062f\u0648\u0644\u064a\u064b\u0651\u0627 \u0628\u0627\u0633\u0645 <strong>Z.ai<\/strong> \u2014 \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u064b\u0651\u0627. \u0641\u0646\u0645\u0648\u0630\u062c\u0647\u0627 <strong>\u063a\u064f\u0648 \u0644\u0650\u0645-5.1<\/strong> \u0627\u062d\u062a\u0644 \u0627\u0644\u0645\u0631\u062a\u0628\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0644\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0648\u064a\u064f\u0637\u0631\u062d \u062a\u062d\u062a \u062a\u0631\u062e\u064a\u0635 MIT \u0627\u0644\u0645\u062a\u0633\u0627\u0645\u062d\u060c \u0648\u0628\u062a\u0643\u0644\u0641\u0629 \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0627\u0644\u063a\u0631\u0628\u064a\u0629\u060c \u0648\u0642\u062f \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 <strong>\u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0631\u0642\u0627\u0626\u0642 \u0647\u0648\u0627\u0648\u064a\u060c \u062f\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u064a \u0645\u0639\u0627\u0644\u062c \u0631\u0633\u0648\u0645\u064a \u0645\u0646 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642<\/strong>. \u0648\u0647\u0630\u0647 \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u062a\u062c\u0639\u0644 \u063a\u0644\u0648\u0645 \u0628\u064a\u0627\u0646\u064b\u0627 \u0639\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0627\u0633\u062a\u0642\u0644\u0627\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0642\u062f\u0631 \u0645\u0627 \u0647\u064a \u0645\u0646\u062a\u062c\u064c \u062a\u0642\u0646\u064a\u064c\u0651. \u0648\u0625\u0644\u064a\u0643 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629.<\/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>\u063a\u064f\u0648 \u0644\u0650\u0645-5.1<\/strong> (\u0645\u0627\u0631\u0633 2026\u060c \u0648\u0623\u064f\u0639\u0644\u0646 \u0639\u0646 \u0623\u0648\u0632\u0627\u0646\u0647 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0641\u064a \u0667 \u0623\u0628\u0631\u064a\u0644) \u0647\u0648 \u0646\u0645\u0648\u0630\u062c MoE \u064a\u062a\u0636\u0645\u0651\u0646 \u0667\u0664\u0664 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u0648\u064a\u062e\u0636\u0639 \u0644\u062a\u0631\u062e\u064a\u0635 MIT.<\/li>\n<li><strong>\u0627\u062d\u062a\u0644 \u0627\u0644\u0645\u0631\u062a\u0628\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 SWE-Bench Pro<\/strong> \u0628\u0646\u062a\u064a\u062c\u0629 \u0665\u0668\u066b\u0664\u060c \u0645\u062a\u0642\u062f\u0650\u0651\u0645\u064b\u0627 \u0642\u0644\u064a\u0644\u064b\u0627 \u0639\u0644\u0649 GPT-5.4 (\u0665\u0667\u066b\u0667) \u0648\u0643\u0644\u0648\u062f \u0623\u0648\u0628\u0633 4.6 (\u0665\u0667\u066b\u0663)\u060c \u0631\u063a\u0645 \u0623\u0646 \u0628\u0639\u0636 \u0647\u0630\u0647 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u064f\u0628\u0644\u064e\u0651\u063a \u0639\u0646\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0651\u0627.<\/li>\n<li><strong>\u0631\u062e\u064a\u0635 \u062c\u062f\u064b\u0651\u0627 \u0644\u0644\u063a\u0627\u064a\u0629:<\/strong> \u062d\u0648\u0627\u0644\u064a \u0660\u066b\u0669\u0668 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \/ \u0663\u066b\u0660\u0668 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u061b \u0648\u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0643\u0644\u0641\u0629 \u062e\u0637\u0637 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u064a\u0646 \u0663\u2013\u0663\u0660 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0651\u0627 \u0634\u0647\u0631\u064a\u064b\u0651\u0627\u060c \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 \u0661\u0660\u0660\u2013\u0662\u0660\u0660 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u062e\u062f\u0645\u0629 \u0643\u0644\u0648\u062f \u0645\u0627\u0643\u0633.<\/li>\n<li><strong>\u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0631\u0642\u0627\u0626\u0642 \u0647\u0648\u0627\u0648\u064a Ascend<\/strong> \u2014 \u062f\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u064a \u0645\u0639\u062f\u0627\u062a \u0645\u0646 \u0625\u0646\u0641\u064a\u062f\u064a\u0627\u060c \u0648\u0647\u064a \u062d\u0642\u064a\u0642\u0629 \u062a\u064f\u0634\u0643\u0651\u0644 \u0646\u0642\u0637\u0629 \u0625\u062b\u0628\u0627\u062a \u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062f\u0648\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0631\u0642\u0627\u0626\u0642 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640:<\/strong> \u0627\u0644\u0641\u0650\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u0627\u0639\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u062a\u0631\u063a\u0628 \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u064a\u0642\u062a\u0631\u0628 \u0645\u0646 \u0623\u062f\u0627\u0621 \u0643\u0644\u0648\u062f \u0623\u0648\u0628\u0633 \u0648\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647 \u0630\u0627\u062a\u064a\u064b\u0651\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-6a5a4a596a03b\" 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-6a5a4a596a03b\"  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\/zhipu-glm-explained-2026\/#Who_is_Zhipu_Zai\" >\u0645\u0646 \u0647\u064a \u0632\u064a\u0628\u0648 \/ Z.ai\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-explained-2026\/#What_GLM-51_actually_is\" >\u0645\u0627 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u0641\u0639\u0644\u064a\u064b\u0651\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-explained-2026\/#The_benchmark_%E2%80%94_with_an_honest_asterisk\" >\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0631\u062c\u0639\u064a \u2014 \u0645\u0639 \u062a\u062d\u0630\u064a\u0631 \u0635\u0631\u064a\u062d \u0645\u064f\u0634\u0627\u0631 \u0625\u0644\u064a\u0647 \u0628\u0646\u062c\u0645\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-explained-2026\/#The_Huawei_angle_%E2%80%94_why_GLM_matters_beyond_benchmarks\" >\u0632\u0627\u0648\u064a\u0629 \u0647\u0648\u0627\u0648\u064a \u2014 \u0648\u0644\u0645\u0627\u0630\u0627 \u064a\u0647\u0645\u0651 \u0646\u0645\u0648\u0630\u062c GLM \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062c\u0631\u062f \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-explained-2026\/#Where_GLM_wins\" >\u0645\u062c\u0627\u0644\u0627\u062a \u062a\u0641\u0648\u0651\u0642 \u0646\u0645\u0648\u0630\u062c GLM<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-explained-2026\/#Where_GLM_loses_%E2%80%94_the_honest_caveats\" >\u0645\u062c\u0627\u0644\u0627\u062a \u0636\u0639\u0641 \u0646\u0645\u0648\u0630\u062c GLM \u2014 \u0645\u0639 \u0630\u0643\u0631 \u0627\u0644\u062a\u062d\u0630\u064a\u0631\u0627\u062a \u0627\u0644\u0635\u0631\u064a\u062d\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-explained-2026\/#GLM_vs_the_field\" >\u0645\u0642\u0627\u0631\u0646\u0629 GLM \u0645\u0639 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-explained-2026\/#Pros_and_cons\" >\u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0648\u0627\u0644\u0639\u064a\u0648\u0628<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-explained-2026\/#How_to_access_GLM\" >\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c GLM<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-explained-2026\/#Which_GLM_model_should_you_actually_use\" >\u0623\u064a \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0639\u0627\u0626\u0644\u0629 GLM \u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u062a\u062e\u062f\u0645\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-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-12\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-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-13\" href=\"https:\/\/convly.ai\/ar\/zhipu-glm-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=\"Who_is_Zhipu_Zai\"><\/span>\u0645\u0646 \u0647\u064a \u0632\u064a\u0628\u0648 \/ Z.ai\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0632\u064a\u0628\u0648 \u0622\u064a \u0647\u064a \u0645\u062e\u062a\u0628\u0631\u064c \u0645\u0642\u0631\u0651\u0647 \u0628\u0643\u064a\u0646\u060c \u0627\u0646\u0641\u0635\u0644 \u0639\u0646 <strong>\u062c\u0627\u0645\u0639\u0629 \u062a\u0633\u0646\u063a\u0647\u0648\u0627<\/strong>, one of China&#8217;s most prestigious institutions. It&#8217;s among the original &#8220;AI tiger&#8221; startups and has positioned itself as the enterprise- and developer-focused alternative to consumer plays like Doubao. In 2026 it rebranded internationally as <strong>Z.ai<\/strong>\u060c \u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u062f\u0641\u0639\u064d \u0645\u0648\u062c\u0651\u0647\u064d \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u064a\u0646.<\/p>\n<p>\u0648\u062a\u062a\u0643\u0648\u0651\u0646 \u0639\u0627\u0626\u0644\u0629 \u0646\u0645\u0627\u0630\u062c\u0647\u0627 \u0645\u0646 <strong>\u062c\u064a \u0625\u0644 \u0625\u0645<\/strong> (General Language Model). Where DeepSeek competes on price and Kimi on agentic coding, Zhipu&#8217;s pitch is &#8220;<strong>\u062c\u0648\u062f\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0669\u0660\u066a \u0641\u0623\u0643\u062b\u0631 \u0645\u0646 \u062c\u0648\u062f\u0629 \u00ab\u0643\u0644\u0648\u062f\u00bb \u0648\u0628\u0639\u064f\u0634\u0631 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0641\u0642\u0637\u060c \u0648\u0647\u064a \u0646\u0645\u0648\u0630\u062c\u064c \u0645\u0641\u062a\u0648\u062d\u064c \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0648\u0645\u0628\u0646\u064d \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 \u0623\u062c\u0647\u0632\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0630\u0627\u062a \u0633\u064a\u0627\u062f\u0629 \u0648\u0637\u0646\u064a\u0629<\/strong>\u00bb. \u0648\u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0647\u064a \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u0645\u064f\u0645\u064a\u0650\u0651\u0632 \u0627\u0644\u0648\u062d\u064a\u062f \u0627\u0644\u0630\u064a \u0644\u0627 \u064a\u0633\u062a\u0637\u064a\u0639 \u0623\u064a \u0645\u0646\u0627\u0641\u0633 \u0622\u062e\u0631 \u0627\u0644\u0627\u062f\u0639\u0627\u0621 \u0628\u0647 \u0628\u0647\u0630\u0647 \u0627\u0644\u0648\u0636\u0648\u062d.<\/p>\n<div class=\"convly-specs\">\n<div><strong>\u0627\u0644\u0634\u0631\u0643\u0629<\/strong><span>\u0634\u0631\u0643\u0629 \u0632\u0647\u064a \u0628\u0648 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \/ Z.ai (\u0628\u0643\u064a\u0646\u061b \u0634\u0631\u0643\u0629 \u0646\u0627\u0634\u0626\u0629 \u0627\u0646\u0637\u0644\u0642\u062a \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u062a\u0633\u064a\u0646\u063a\u0647\u0648\u0627)<\/span><\/div>\n<div><strong>\u0623\u062d\u062f\u062b \u0646\u0645\u0648\u0630\u062c<\/strong><span>GLM-5.1 (\u0662\u0667 \u0645\u0627\u0631\u0633 \u0662\u0660\u0662\u0666\u061b \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0645\u062a\u0627\u062d\u0629 \u0641\u064a \u0667 \u0623\u0628\u0631\u064a\u0644)<\/span><\/div>\n<div><strong>\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629<\/strong><span>\u062d\u0648\u0627\u0644\u064a \u0667\u0664\u0664 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644\u060c \u0628\u0646\u0645\u0648\u0630\u062c \u062e\u0644\u064a\u0637 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 (MoE) \u0628\u0639\u062f \u0627\u0644\u062a\u0631\u0642\u064a\u0629 \u0645\u0627 \u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0644\u0640 GLM-5<\/span><\/div>\n<div><strong>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642<\/strong><span>\u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u062a\u0628\u0644\u063a \u0662\u0660\u0660 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0648\u0623\u0642\u0635\u0649 \u0625\u062e\u0631\u0627\u062c \u0645\u0633\u0645\u0648\u062d \u0628\u0647 \u0661\u0662\u0668 \u0623\u0644\u0641 \u0631\u0645\u0632<\/span><\/div>\n<div><strong>\u0627\u0644\u062a\u0631\u062e\u064a\u0635<\/strong><span>\u062a\u0631\u062e\u064a\u0635 MIT (\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644)<\/span><\/div>\n<div><strong>\u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/strong><span>\u062d\u0648\u0627\u0644\u064a \u0660\u066b\u0669\u0668 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0644\u0625\u062f\u062e\u0627\u0644 \/ \u0663\u066b\u0660\u0668 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0644\u0625\u062e\u0631\u0627\u062c \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u061b \u0648\u062e\u0637\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0623\u0633\u0639\u0627\u0631 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0663\u2013\u0663\u0660 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0651\u0627 \u0634\u0647\u0631\u064a\u064b\u0651\u0627<\/span><\/div>\n<div><strong>\u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0639\u0644\u0649<\/strong><span>\u0645\u0639\u062c\u0651\u0644\u0627\u062a \u0647\u0648\u0627\u0648\u064a \u00ab\u0623\u0633\u064a\u0646\u062f \u0669\u0661\u0660\u0628\u00bb (\u0628\u062f\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u0646 \u0625\u0646\u0641\u064a\u062f\u064a\u0627)<\/span><\/div>\n<div><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640<\/strong><span>\u0627\u0644\u0641\u0650\u0631\u0642 \u0627\u0644\u062d\u0631\u064a\u0635\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0631\u0627\u063a\u0628\u0629 \u0641\u064a \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0645\u0639 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c\u064d \u064a\u0642\u0627\u0631\u0628 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u00ab\u0623\u0648\u0628\u0648\u0633\u00bb \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062c\u0648\u062f\u0629<\/span><\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_GLM-51_actually_is\"><\/span>\u0645\u0627 \u0647\u0648 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u0641\u0639\u0644\u064a\u064b\u0651\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0623\u064f\u0639\u0644\u0646 \u0639\u0646 \u0625\u0637\u0644\u0627\u0642 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u0641\u064a \u0662\u0667 \u0645\u0627\u0631\u0633 \u0662\u0660\u0662\u0666\u060c \u0648\u062a\u0628\u0639 \u0630\u0644\u0643 \u0646\u0634\u0631 \u0623\u0648\u0632\u0627\u0646\u0647 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0641\u064a \u0667 \u0623\u0628\u0631\u064a\u0644. \u0648\u0647\u0648 \u062a\u0631\u0642\u064a\u0629 \u0645\u0627 \u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0644\u0646\u0641\u0633 \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u0646 GLM-5 \u2014 \u0623\u064a \u0646\u0641\u0633 \u0628\u0646\u064a\u0629 \u0646\u0645\u0648\u0630\u062c \u062e\u0644\u064a\u0637 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 (MoE) \u0627\u0644\u062a\u064a \u062a\u0636\u0645 \u0646\u062d\u0648 \u0667\u0664\u0664 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644\u060c \u0644\u0643\u0646 \u0645\u0639 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0630\u0627\u062a\u064a. \u0648\u064a\u062f\u0639\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u062a\u0628\u0644\u063a \u0662\u0660\u0660 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0648\u0623\u0642\u0635\u0649 \u0625\u062e\u0631\u0627\u062c \u0645\u0633\u0645\u0648\u062d \u0628\u0647 \u0661\u0662\u0668 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0648\u0648\u0636\u0639 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 (Thinking Mode)\u060c \u0648\u062f\u0639\u0648\u0629 \u0627\u0644\u062f\u0648\u0627\u0644 (Function Calling)\u060c \u0648\u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0646\u0638\u0645 (Structured Output)\u060c \u0648\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0624\u0642\u062a (Context Caching)\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u0635\u0644\u064a \u0645\u0639 \u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644 \u00abMCP\u00bb.<\/p>\n<p>\u0648\u0627\u0644\u0623\u0647\u0645 \u0645\u0646 \u0630\u0644\u0643 \u0623\u0646\u0647 \u0623\u064f\u0635\u062f\u0631 \u062a\u062d\u062a \u0631\u062e\u0635\u0629 <strong>\u062a\u0631\u062e\u064a\u0635 MIT<\/strong> MIT \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face \u2014 \u0648\u064a\u0645\u0643\u0646 \u062a\u0646\u0632\u064a\u0644\u0647 \u0648\u062a\u0639\u062f\u064a\u0644\u0647 \u0648\u0636\u0628\u0637\u0647 \u0627\u0644\u062f\u0642\u064a\u0642 \u0648\u0646\u0634\u0631\u0647 \u062a\u062c\u0627\u0631\u064a\u064b\u0651\u0627 \u062f\u0648\u0646 \u0623\u064a \u0642\u064a\u0648\u062f \u0623\u0648 \u0631\u0633\u0648\u0645 \u062d\u0642\u0648\u0642 \u0645\u0644\u0643\u064a\u0629. \u0648\u0646\u062a\u064a\u062c\u0629\u064b \u0644\u0647\u0630\u0627 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0641\u0646\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0627\u0646\u0641\u062a\u0627\u062d \u0627\u0644\u0643\u0627\u0645\u0644\u060c \u064a\u064f\u0639\u062f\u0651 GLM-5.1 \u0623\u062d\u062f \u0623\u0643\u062b\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0641\u0627\u0626\u062f\u0629\u064b \u0648\u0648\u0627\u0642\u0639\u064a\u0629\u064b \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u062d\u0627\u0644\u064a\u064b\u0651\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_benchmark_%E2%80%94_with_an_honest_asterisk\"><\/span>\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0631\u062c\u0639\u064a \u2014 \u0645\u0639 \u062a\u062d\u0630\u064a\u0631 \u0635\u0631\u064a\u062d \u0645\u064f\u0634\u0627\u0631 \u0625\u0644\u064a\u0647 \u0628\u0646\u062c\u0645\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0641\u0639\u0651\u0644 <strong>SWE-Bench Pro<\/strong>\u060c \u062d\u0642\u0651\u0642 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u0648\u0641\u0642 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u062f\u0631\u062c\u0629 \u0628\u0644\u063a\u062a <strong>58.4<\/strong>\u060c \u0644\u064a\u062a\u0635\u062f\u0651\u0631 \u0642\u0627\u0626\u0645\u0629 \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629\u060c \u0645\u062a\u0641\u0648\u0642\u064b\u0627 \u0637\u0641\u064a\u0641\u064b\u0627 \u0639\u0644\u0649 \u0643\u0644\u064d\u0651 \u0645\u0646 GPT-5.4 (\u0665\u0667\u066b\u0667) \u0648\u0643\u0644\u0648\u062f \u0623\u0648\u0628\u0648\u0633 \u0664\u066b\u0666 (\u0665\u0667\u066b\u0663). \u0643\u0645\u0627 \u0627\u062f\u0651\u0639\u062a \u0634\u0631\u0643\u0629 \u0632\u0647\u064a \u0628\u0648 \u0623\u0646 \u062f\u0631\u062c\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0644\u063a\u062a \u0664\u0665\u066b\u0663 \u2014 \u0623\u064a \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 <strong>\u0669\u0664\u066b\u0666\u066a \u0645\u0646 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0643\u0644\u0648\u062f \u0623\u0648\u0628\u0648\u0633 \u0664\u066b\u0666<\/strong>.<\/p>\n<p>\u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u062a\u062d\u0630\u064a\u0631 \u0627\u0644\u0635\u0631\u064a\u062d \u0627\u0644\u0630\u064a \u064a\u0647\u0645\u0651 \u0641\u0639\u0644\u0627\u064b: <strong>\u0628\u0639\u0636 \u0647\u0630\u0647 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0628\u0627\u0631\u0632\u0629 \u0623\u0639\u0644\u0646\u062a\u0647\u0627 \u0634\u0631\u0643\u0629 Z.ai \u0646\u0641\u0633\u0647\u0627<\/strong>\u060c \u0648\u0644\u0645 \u062a\u0643\u0646 \u0647\u0646\u0627\u0643 \u062a\u0623\u0643\u064a\u062f\u0627\u062a \u0645\u0633\u062a\u0642\u0644\u0629 \u0643\u0627\u0645\u0644\u0629 \u0645\u0646 \u0645\u062e\u062a\u0628\u0631\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629 \u062d\u062a\u0649 \u0623\u0648\u0627\u0626\u0644 \u0639\u0627\u0645 \u0662\u0660\u0662\u0666 \u0628\u0634\u0623\u0646 \u0623\u0628\u0631\u0632 \u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629. \u0648\u0645\u0646 \u0627\u0644\u0648\u0627\u0636\u062d \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0645\u062a\u0627\u0632\u064c \u062c\u062f\u064b\u0651\u0627 \u2014 \u0641\u0642\u062f \u0623\u0643\u062f\u062a \u0645\u0631\u0627\u062c\u0639\u0627\u062a \u0637\u0631\u0641 \u062b\u0627\u0644\u062b \u0645\u062a\u0639\u062f\u062f\u0629 \u0623\u0646\u0647 \u064a\u0642\u0627\u0631\u0628 \u0623\u062f\u0627\u0621 \u0623\u0648\u0628\u0648\u0633 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u2014 \u0644\u0643\u0646 \u064a\u0646\u0628\u063a\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u062f\u0639\u0627\u0621 \u0627\u0644\u062f\u0642\u064a\u0642 \u00ab\u0669\u0664\u066b\u0666\u066a \u0645\u0646 \u0623\u062f\u0627\u0621 \u0623\u0648\u0628\u0648\u0633\u00bb \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647 \u0631\u0642\u0645\u064b\u0627 \u062a\u0631\u0648\u064a\u062c\u064a\u064b\u0651\u0627 \u0645\u0646 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0635\u0646\u0639\u0629\u060c \u0648\u0644\u064a\u0633 \u062d\u0642\u064a\u0642\u0629\u064b \u0645\u0637\u0644\u0642\u0629\u064b \u0644\u0627 \u062c\u062f\u0627\u0644 \u0641\u064a\u0647\u0627. \u0623\u0645\u0627 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0639\u0645\u0644\u064a \u0627\u0644\u0645\u0647\u0645 \u0641\u0647\u0648 \u0623\u0646 GLM-5.1 \u064a\u0642\u062f\u0645 \u0645\u0639\u0638\u0645 \u062c\u0648\u062f\u0629 \u0646\u0645\u0648\u0630\u062c \u0643\u0644\u0648\u062f \u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u0648\u0628\u062c\u0632\u0621 \u0636\u0626\u064a\u0644 \u062c\u062f\u064b\u0651\u0627 \u0645\u0646 \u062a\u0643\u0644\u0641\u062a\u0647.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Huawei_angle_%E2%80%94_why_GLM_matters_beyond_benchmarks\"><\/span>\u0632\u0627\u0648\u064a\u0629 \u0647\u0648\u0627\u0648\u064a \u2014 \u0648\u0644\u0645\u0627\u0630\u0627 \u064a\u0647\u0645\u0651 \u0646\u0645\u0648\u0630\u062c GLM \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062c\u0631\u062f \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0623\u0647\u0645 \u062d\u0642\u064a\u0642\u0629\u064d \u062a\u062a\u0639\u0644\u0651\u0642 \u0628\u0640 GLM \u0644\u064a\u0633\u062a \u0646\u062a\u064a\u062c\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u0631\u062c\u0639\u064a \u2014 \u0628\u0644 \u0647\u064a \u0646\u0648\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629. \u0641\u0642\u062f \u062f\u0631\u0651\u0628\u062a \u0634\u0631\u0643\u0629 \u0632\u0647\u064a \u0628\u0648 <strong>\u0639\u0627\u0626\u0644\u0629 \u0646\u0645\u0627\u0630\u062c GLM-5 \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u062d\u0635\u0631\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0645\u0639\u062c\u0651\u0644\u0627\u062a \u0647\u0648\u0627\u0648\u064a \u00ab\u0623\u0633\u064a\u0646\u062f \u0669\u0661\u0660\u0628\u00bb<\/strong>\u060c \u0645\u0639 <strong>\u0639\u062f\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u0646 \u0625\u0646\u0641\u064a\u062f\u064a\u0627<\/strong> \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642.<\/p>\n<p>\u0648\u0647\u0630\u0627 \u064a\u064f\u0634\u0643\u0651\u0644 \u062d\u062f\u062b\u064b\u0627 \u062a\u0627\u0631\u064a\u062e\u064a\u064b\u0651\u0627. \u0641\u0644\u0642\u062f \u0633\u0639\u062a \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0635\u062f\u064a\u0631 \u0625\u0644\u0649 \u0642\u0637\u0639 \u0625\u0645\u062f\u0627\u062f \u0627\u0644\u0635\u064a\u0646 \u0628\u0623\u0641\u0636\u0644 \u0631\u0642\u0627\u0626\u0642 \u0625\u0646\u0641\u064a\u062f\u064a\u0627 \u0628\u0627\u0644\u0636\u0628\u0637 \u0644\u0648\u0642\u0641 \u0627\u0644\u062a\u0642\u062f\u0651\u0645 \u0627\u0644\u0635\u064a\u0646\u064a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0631\u0627\u0626\u062f. \u0623\u0645\u0627 GLM-5.1 \u0641\u0647\u0648 \u062f\u0644\u064a\u0644\u064c \u0639\u0645\u0644\u064a\u064c\u0651 \u062d\u064a\u064c\u0651 \u0639\u0644\u0649 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0631\u0627\u0626\u062f \u062a\u0646\u0627\u0641\u0633\u064a \u064a\u062a\u0635\u062f\u0651\u0631 \u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0631\u0642\u0627\u0626\u0642 \u0635\u064a\u0646\u064a\u0629 \u0645\u062d\u0644\u064a\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644. \u0648\u0628\u063a\u0636\u0651 \u0627\u0644\u0646\u0638\u0631 \u0639\u0645\u0651\u0627 \u0642\u062f \u062a\u0631\u0627\u0647 \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0633\u0629 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629-\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u0623\u0645\u0631 \u064a\u0639\u064a\u062f \u062a\u0634\u0643\u064a\u0644 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\u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u2014 \u0648\u0647\u0630\u0627 \u0645\u0627 \u064a\u062d\u062f\u062b \u0641\u0639\u0644\u064b\u0627 \u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0641\u0650\u0631\u0642 \u2014 \u0641\u0625\u0646 \u0627\u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0646\u0627\u062a\u062c \u0633\u064a\u0643\u0648\u0646 \u062a\u062d\u0648\u064a\u0644\u064a\u064b\u0651\u0627.<\/p>\n<h3>\u0662. \u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0631\u062e\u0651\u0635\u0629 \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 \u0645\u0639\u0647\u062f \u0645\u0627\u0633\u0627\u062a\u0634\u0648\u0633\u062a\u0633 \u0644\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 (MIT)<\/h3>\n<p>\u0645\u062b\u0644 \u0634\u0631\u0643\u0629 \u00ab\u062f\u064a\u0628 \u0633\u064a\u0643\u00bb\u060c \u062a\u064f\u0637\u0644\u0642 \u0634\u0631\u0643\u0629 \u0632\u0647\u064a \u0628\u0648 \u0646\u0645\u0648\u0630\u062c\u0647\u0627 \u0627\u0644\u0623\u0641\u0636\u0644 \u0643\u0627\u0645\u0644\u0627\u064b \u0648\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631. \u0648\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0623\u0648 \u0636\u0628\u0637\u0647 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u0623\u0648 \u062a\u0634\u063a\u064a\u0644\u0647 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0645\u0639\u0632\u0648\u0644\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 (Air-Gap) \u2014 \u0645\u0639 \u062a\u062d\u0643\u0651\u0645\u064d \u0643\u0627\u0645\u0644\u064d \u0648\u062f\u0648\u0646 \u0623\u064a \u0631\u0633\u0648\u0645 \u062d\u0642\u0648\u0642 \u0645\u0644\u0643\u064a\u0629.<\/p>\n<h3>\u0663. \u0642\u062f\u0631\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0648\u0643\u064a\u0644\u064a\u0629 (Agentic Coding) \u0642\u0648\u064a\u0629 \u0641\u0639\u0644\u064a\u064b\u0651\u0627<\/h3>\n<p>\u062a\u0631\u0643\u0651\u0632 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u064f\u062f\u062e\u0644\u062a \u0639\u0644\u0649 GLM-5.1 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0630\u0627\u062a\u064a\u060c \u0645\u0639 \u062f\u0639\u0645 \u0623\u0635\u0644\u064a \u0644\u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644 \u00abMCP\u00bb. \u0625\u0630 \u0635\u064f\u0645\u0651\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0639\u0635\u0631 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u064a\u064a\u0646\u060c \u0648\u0644\u064a\u0633 \u0641\u0642\u0637 \u0644\u0645\u062c\u0631\u062f \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629.<\/p>\n<h3>\u0664. \u0633\u064a\u0627\u062f\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629<\/h3>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0646\u0638\u0645\u0627\u062a (\u0648\u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0635\u064a\u0646 \u0648\u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u062a\u062d\u0627\u0644\u0641\u0629 \u0645\u0639\u0647\u0627) \u0627\u0644\u062a\u064a \u062a\u0631\u063a\u0628 \u0641\u064a \u062a\u062c\u0646\u0651\u0628 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0623\u0634\u0628\u0627\u0647 \u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629\u060c \u064a\u064f\u0639\u062f\u0651 \u0646\u0645\u0648\u0630\u062c GLM \u0623\u0648\u0636\u062d \u0637\u0631\u064a\u0642\u064d \u0645\u062a\u0627\u062d\u064d \u0623\u0645\u0627\u0645\u0647\u0627 \u2014 \u0648\u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062d\u0642\u064a\u0642\u064a\u0629\u064c \u0628\u063a\u0636\u0651 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Where_GLM_loses_%E2%80%94_the_honest_caveats\"><\/span>\u0645\u062c\u0627\u0644\u0627\u062a \u0636\u0639\u0641 \u0646\u0645\u0648\u0630\u062c GLM \u2014 \u0645\u0639 \u0630\u0643\u0631 \u0627\u0644\u062a\u062d\u0630\u064a\u0631\u0627\u062a \u0627\u0644\u0635\u0631\u064a\u062d\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0661. \u0628\u0639\u0636 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u062c\u0639\u064a\u0629 \u0623\u064f\u0628\u0644\u063a \u0639\u0646\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0651\u0627<\/h3>\n<p>\u062a\u0623\u062a\u064a \u0623\u0643\u062b\u0631 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0625\u062b\u0627\u0631\u0629\u064b \u0644\u0644\u0625\u0639\u062c\u0627\u0628 \u0645\u0646 \u0634\u0631\u0643\u0629 Z.ai \u0646\u0641\u0633\u0647\u0627\u060c \u062f\u0648\u0646 \u062a\u0623\u0643\u064a\u062f \u0645\u0633\u062a\u0642\u0644\u064d\u0651 \u0643\u0627\u0645\u0644\u064d. \u0648\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0645\u062a\u0627\u0632\u064c \u0628\u0644\u0627 \u0634\u0643\u060c \u0644\u0643\u0646 \u064a\u062c\u062f\u0631 \u0628\u0643 \u062a\u062e\u0641\u064a\u0641 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0645\u0646 \u0627\u0644\u0634\u0631\u0643\u0629 \u0627\u0644\u0645\u0635\u0646\u0639\u0629\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0646\u0641\u0633\u0643 \u0639\u0644\u0649 \u0645\u0647\u0627\u0645\u0643 \u0627\u0644\u062e\u0627\u0635\u0629.<\/p>\n<h3>2. \u062a\u062d\u0630\u064a\u0631\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629<\/h3>\n<p>\u062a\u062d\u0645\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Z.ai \u0627\u0639\u062a\u064a\u0627\u062f\u064a\u064b\u0651\u0627 \u0645\u0633\u0627\u0626\u0644 \u062a\u062a\u0639\u0644\u0651\u0642 \u0628\u0645\u0643\u0627\u0646 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u064a\u0646 \u0648\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0631\u0642\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u062a\u0648\u0649. \u0623\u0645\u0627 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0631\u062e\u0651\u0635\u0629 \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 MIT \u0641\u062a\u062a\u064a\u062d \u0644\u0643 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0644\u062a\u062c\u0646\u0628 \u0643\u0644\u0627 \u0627\u0644\u0645\u0634\u0643\u0644\u062a\u064a\u0646.<\/p>\n<h3>\u0663. \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u0623\u0635\u063a\u0631 \u0645\u0646 \u0645\u0646\u0627\u0641\u0633\u064a\u0647<\/h3>\n<p>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 \u0662\u0660\u0660 \u0623\u0644\u0641 \u0631\u0645\u0632 \u062c\u064a\u062f\u0629\u064c \u062c\u062f\u064b\u0651\u0627\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0628\u0642\u0649 \u0623\u0635\u063a\u0631 \u0645\u0646 \u0646\u0648\u0627\u0641\u0630 \u00ab\u062f\u064a\u0628 \u0633\u064a\u0643\u00bb \u0648\u00ab\u0643\u0648\u064a\u0646\u00bb \u0627\u0644\u062a\u064a \u062a\u0635\u0644 \u0625\u0644\u0649 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632. \u0648\u0644\u0630\u0644\u0643 \u0641\u0647\u064a \u062a\u0634\u0643\u0644 \u0642\u064a\u062f\u064b\u0627 \u062d\u0642\u064a\u0642\u064a\u064b\u0651\u0627 \u0639\u0646\u062f \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u062c\u062f\u064b\u0651\u0627 \u0623\u0648 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0643\u0627\u0645\u0644\u0629.<\/p>\n<h3>\u0664. \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a \u0644\u0627 \u064a\u0632\u0627\u0644 \u0641\u064a \u0637\u0648\u0631 \u0627\u0644\u0646\u0636\u062c<\/h3>\n<p>\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u062f\u0648\u0644\u064a\u064a\u0646 \u0645\u0639 Z.ai \u0623\u062d\u062f\u062b \u0639\u064f\u0645\u0631\u064b\u0627 \u0645\u0646 \u062a\u062c\u0627\u0631\u0628 \u0634\u0631\u0643\u0629 \u0639\u0644\u064a \u0628\u0627\u0628\u0627 \u0623\u0648 \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u0627\u062a \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629. \u0648\u0647\u064a \u062a\u062a\u062d\u0633\u0651\u0646 \u0628\u0633\u0631\u0639\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0644\u0645 \u062a\u0635\u0644 \u0628\u0639\u062f \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062a\u0643\u0627\u0641\u0624.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"GLM_vs_the_field\"><\/span>\u0645\u0642\u0627\u0631\u0646\u0629 GLM \u0645\u0639 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0628\u0639\u062f<\/th>\n<th>\u063a\u064f\u0648 \u0644\u0650\u0645-5.1<\/th>\n<th><a href=\"https:\/\/convly.ai\/ar\/deepseek-v4\/\">\u062f\u064a\u0628 \u0633\u064a\u0643 V4 (DeepSeek V4)<\/a><\/th>\n<th>\u0643\u064a\u0645\u064a K2.6<\/th>\n<th>\u0643\u0644\u0627\u0648\u062f \u0623\u0648\u0628\u0633 4.8<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631<\/td>\n<td class=\"convly-vs-winner\">\u0646\u0639\u0645 (\u062a\u0631\u062e\u064a\u0635 MIT)<\/td>\n<td class=\"convly-vs-winner\">\u0646\u0639\u0645 (\u062a\u0631\u062e\u064a\u0635 MIT)<\/td>\n<td class=\"convly-vs-winner\">\u0646\u0639\u0645<\/td>\n<td>\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0628\u0631\u0645\u062c\u0629 (SWE-Bench Pro)<\/td>\n<td class=\"convly-vs-winner\">58.4<\/td>\n<td>~58<\/td>\n<td class=\"convly-vs-winner\">58.6<\/td>\n<td>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0633\u0639\u0631<\/td>\n<td>~$0.98\/$3.08<\/td>\n<td class=\"convly-vs-winner\">~$0.44\/$0.87<\/td>\n<td>~$0.60\/$2.50<\/td>\n<td>~$5\/$25<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642<\/td>\n<td>200 \u0623\u0644\u0641<\/td>\n<td class=\"convly-vs-winner\">\u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632<\/td>\n<td>262 \u0623\u0644\u0641 \u0631\u0645\u0632<\/td>\n<td class=\"convly-vs-winner\">\u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632<\/td>\n<\/tr>\n<tr>\n<td>\u0642\u0635\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/td>\n<td class=\"convly-vs-winner\">\u062d\u0635\u0631\u064a \u0644\u0634\u0631\u0643\u0629 \u0647\u0648\u0627\u0648\u064a<\/td>\n<td>\u0625\u0646\u0641\u064a\u062f\u064a\u0627<\/td>\n<td>\u0625\u0646\u0641\u064a\u062f\u064a\u0627<\/td>\n<td>\u0625\u0646\u0641\u064a\u062f\u064a\u0627\/\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (TPU)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"Pros_and_cons\"><\/span>\u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0648\u0627\u0644\u0639\u064a\u0648\u0628<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0645\u0632\u0627\u064a\u0627 \u0646\u0645\u0648\u0630\u062c GLM<\/h4>\n<ul>\n<li>\u062c\u0648\u062f\u0629 \u062a\u0642\u062a\u0631\u0628 \u0645\u0646 \u062c\u0648\u062f\u0629 \u0643\u0644\u0627\u0648\u062f\u060c \u0648\u0628\u062c\u0632\u0621 \u0636\u0626\u064a\u0644 \u062c\u062f\u064b\u0651\u0627 \u0645\u0646 \u0627\u0644\u0633\u0639\u0631<\/li>\n<li>\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u0631\u062e\u064e\u0651\u0635\u0629 \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 \u0645\u0639\u0647\u062f \u0645\u0627\u0633\u0627\u062a\u0634\u0648\u0633\u062a\u0633 \u0644\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 (MIT) \u2014 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0651\u0627<\/li>\n<li>\u0623\u062f\u0627\u0621 \u0642\u0648\u064a \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u0629 (Agentic Coding) \u0645\u0639 \u062f\u0639\u0645 \u0623\u0635\u0644\u064a \u0644\u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644 MCP<\/li>\n<li>\u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0631\u0642\u0627\u0626\u0642 \u0647\u0648\u0627\u0648\u064a (\u0646\u0638\u0627\u0645 \u0645\u0633\u062a\u0642\u0644 \u0633\u064a\u0627\u062f\u064a)<\/li>\n<li>\u062e\u0637\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0639\u0628\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c: \u0645\u0646 \u0663 \u0625\u0644\u0649 \u0663\u0660 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0651\u0627 \u0634\u0647\u0631\u064a\u064b\u0651\u0627<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0639\u064a\u0648\u0628 \u0646\u0645\u0648\u0630\u062c GLM<\/h4>\n<ul>\n<li>\u0628\u0639\u0636 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0628\u0627\u0631\u0632\u0629 \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u064f\u0639\u0644\u064e\u0651\u0646\u0629 \u062a\u0645 \u0627\u0644\u0625\u0628\u0644\u0627\u063a \u0639\u0646\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0651\u0627 \u0645\u0646 \u0642\u0650\u0628\u0644 \u0627\u0644\u0641\u0631\u064a\u0642 \u0627\u0644\u0645\u0637\u0648\u0650\u0651\u0631<\/li>\n<li>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 \u0662\u0660\u0660 \u0623\u0644\u0641 \u0631\u0645\u0632 \u062a\u062a\u062e\u0644\u064e\u0651\u0641 \u0639\u0646 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0630\u0648\u064a \u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u064a \u062a\u0635\u0644 \u0625\u0644\u0649 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632<\/li>\n<li>\u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0634\u0631\u0648\u0637 \u062a\u062a\u0639\u0644\u0642 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0636\u0628\u0637\u0647\u0627 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u064a\u0646<\/li>\n<li>\u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a \u0627\u0644\u062f\u0648\u0644\u064a \u0645\u0627 \u0632\u0627\u0644 \u0641\u064a \u0637\u0648\u0631 \u0627\u0644\u0646\u0636\u062c<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"How_to_access_GLM\"><\/span>\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c GLM<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><strong>\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \/ \u062e\u0637\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629:<\/strong> \u0645\u0646\u0635\u0629 z.ai (\u0648\u0627\u0644\u062a\u064a \u0643\u0627\u0646\u062a \u062a\u064f\u0639\u0631\u0641 \u0633\u0627\u0628\u0642\u064b\u0627 \u0628\u0627\u0633\u0645 open.bigmodel.cn) \u2014 \u0623\u0631\u062e\u0635 \u062e\u064a\u0627\u0631 \u0645\u0628\u0627\u0634\u0631\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062e\u0637\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0639\u0628\u0631 \u0646\u0645\u0648\u0630\u062c GLM \u0628\u0623\u0633\u0639\u0627\u0631 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0663 \u0648\u0663\u0660 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0651\u0627 \u0634\u0647\u0631\u064a\u064b\u0651\u0627.<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u063a\u0631\u0628\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u064a\u0641\u0629:<\/strong> \u062a\u0648\u0641\u0631 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 OpenRouter \u0648\u063a\u064a\u0631\u0647\u0627 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u0645\u0639 \u0636\u0645\u0627\u0646 \u0639\u062f\u0645 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0631\u062c \u0646\u0637\u0627\u0642 \u0627\u0644\u062f\u0648\u0644 \u0627\u0644\u063a\u0631\u0628\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629:<\/strong> \u064a\u0645\u0643\u0646 \u062a\u0646\u0632\u064a\u0644 \u0623\u0648\u0632\u0627\u0646 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u0645\u0646 \u0645\u0646\u0635\u0629 Hugging Face (\u0628\u0631\u062e\u0635\u0629 MIT) \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629.<\/li>\n<\/ul>\n<p><!--ai-enriched--><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Which_GLM_model_should_you_actually_use\"><\/span>\u0623\u064a \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0639\u0627\u0626\u0644\u0629 GLM \u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u062a\u062e\u062f\u0645\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u00abGLM\u00bb \u0644\u064a\u0633 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0648\u0627\u062d\u062f\u064b\u0627. \u0641\u0634\u0631\u0643\u0629 Z.ai \u062a\u0637\u0631\u062d \u0639\u0627\u0626\u0644\u0629 \u0643\u0627\u0645\u0644\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u064a\u062a\u062d\u062f\u062f \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0643 \u0628\u0634\u0643\u0644 \u0634\u0628\u0647 \u0643\u0627\u0645\u0644 \u062d\u0633\u0628 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u0633\u062a\u0633\u062a\u062f\u0639\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \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 \u062a\u0634\u063a\u0650\u0651\u0644\u0647 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629. \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0642\u064a\u0627\u062f\u064a (Flagship) \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0651\u0627 \u0647\u0648 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u0648\u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0643\u0644\u0641\u0629.<\/p>\n<p>\u0648\u0647\u0646\u0627\u0643 \u062b\u0644\u0627\u062b \u0641\u0626\u0627\u062a \u0631\u0626\u064a\u0633\u064a\u0629 \u0630\u0627\u062a \u0623\u0647\u0645\u064a\u0629 \u0639\u0645\u0644\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u063a\u064f\u0648 \u0644\u0650\u0645-5.1<\/strong> \u2014 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0642\u064a\u0627\u062f\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0622\u0644\u064a\u0629 \u00ab\u0645\u0632\u064a\u062c \u0627\u0644\u062e\u0628\u0631\u0627\u0621\u00bb (Mixture-of-Experts) \u0648\u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0667\u0665\u0664 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (\u0645\u0639 \u0646\u062d\u0648 \u0664\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0646\u0634\u0637\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632)\u060c \u0648\u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642\u0647 \u062a\u0628\u0644\u063a \u0662\u0660\u0660 \u0623\u0644\u0641 \u0631\u0645\u0632. \u0648\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0648 \u0627\u0644\u0630\u064a \u064a\u062a\u0635\u062f\u064e\u0651\u0631 \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u0629\u060c \u0644\u0643\u0646\u0647 \u0645\u0648\u062c\u064e\u0651\u0647 \u0628\u0648\u0636\u0648\u062d \u0644\u0628\u064a\u0626\u0627\u062a \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u062d\u062a\u0649 \u0623\u0635\u063a\u0631 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0643\u0645\u064a\u0646 (Quantization) \u0627\u0644\u062c\u0631\u064a\u0626\u0629 \u0645\u0646 \u0634\u0631\u0643\u0629 Unsloth \u062a\u0624\u062f\u064a \u0625\u0644\u0649 \u062d\u062c\u0645 \u0645\u0644\u0641 \u064a\u0642\u0627\u0631\u0628 \u0662\u0660\u0660 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0635 \u0627\u0644\u0635\u0644\u0628\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0647\u0648 \u0646\u0645\u0648\u0630\u062c <strong>\u0645\u062e\u0635\u0635 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u0642\u0637<\/strong> \u0644\u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0633\u0627\u062d\u0642 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/li>\n<li><strong>GLM-4.5-Air<\/strong> \u2014 \u0646\u0645\u0648\u0630\u062c \u0645\u0643\u0648\u064e\u0651\u0646 \u0645\u0646 \u0661\u0660\u0666 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u064a\u0639\u0645\u0644 \u0628\u062a\u0642\u0646\u064a\u0629 \u00ab\u0645\u0632\u064a\u062c \u0627\u0644\u062e\u0628\u0631\u0627\u0621\u00bb (MoE) (\u0645\u0639 \u0646\u062d\u0648 \u0661\u0662 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0646\u0634\u0637\u0629)\u060c \u0648\u064a\u0645\u0643\u0646 \u062a\u0643\u0645\u064a\u0646\u0647 \u0644\u064a\u0634\u063a\u0644 \u0645\u062d\u0637\u0629 \u0639\u0645\u0644 \u0642\u0648\u064a\u0629: \u0645\u062b\u0644 \u0646\u0638\u0627\u0645 \u0645\u062a\u0639\u062f\u062f \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 (GPU) \u0639\u0627\u0644\u064a\u0629 \u0633\u0639\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0623\u0648 \u062c\u0647\u0627\u0632 Apple Silicon \u0628\u0633\u0639\u0629 \u0630\u0627\u0643\u0631\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0661\u0662\u0668 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a. \u0648\u0647\u0648 \u0627\u0644\u062d\u0644 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646 \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u063a\u0628 \u0641\u064a \u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629\u060c \u0644\u0643\u0646\u0643 \u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0642\u064a\u0627\u062f\u064a.<\/li>\n<li><strong>GLM-4.7-Flash<\/strong> \u2014 \u0646\u0645\u0648\u0630\u062c \u0645\u0643\u0648\u064e\u0651\u0646 \u0645\u0646 \u0646\u062d\u0648 \u0663\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u064a\u0639\u0645\u0644 \u0628\u062a\u0642\u0646\u064a\u0629 \u00ab\u0645\u0632\u064a\u062c \u0627\u0644\u062e\u0628\u0631\u0627\u0621\u00bb\u060c \u0648\u064a\u0646\u0634\u0637 \u0641\u0642\u0637 \u0646\u062d\u0648 \u0663.\u0666 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632\u060c \u0648\u064a\u062d\u0642\u0650\u0651\u0642 \u0646\u0633\u0628\u0629 \u0623\u062f\u0627\u0621 \u062a\u0642\u0627\u0631\u0628 \u0665\u0669\u066a \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 SWE-bench Verified\u060c \u0648\u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0633\u0639\u062a\u0647\u0627 \u0662\u0664 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a. \u0648\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0643\u0645\u064a\u0646 \u0664 \u0628\u062a \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0646\u062d\u0648 \u0661\u0668 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u064a\u064f\u0646\u062a\u062c \u0645\u0627 \u0628\u064a\u0646 \u0666\u0660 \u0648\u0661\u0660\u0660 \u0631\u0645\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u062a\u064a RTX 3090 \u0623\u0648 4090. \u0648\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629.<\/li>\n<\/ul>\n<p>\u0645\u0633\u0627\u0631 \u0628\u0633\u064a\u0637 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631:<\/p>\n<ul>\n<li><strong>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0623\u0641\u0636\u0644 \u0646\u062a\u064a\u062c\u0629 \u0645\u0645\u0643\u0646\u0629 \u0648\u0644\u0627 \u064a\u0647\u0645\u0643 \u0645\u0643\u0627\u0646 \u0627\u0644\u062a\u0634\u063a\u064a\u0644:<\/strong> \u0627\u0633\u062a\u062f\u0639\u0650 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0641\u0633\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0628\u0631\u0645\u062c\u064a \u0648\u0643\u064a\u0644\u064a \u062d\u062f\u0651\u064a \u0628\u062a\u0643\u0644\u0641\u0629 \u062a\u0634\u0643\u0650\u0651\u0644 \u062c\u0632\u0621\u064b\u0627 \u0636\u0626\u064a\u0644\u064b\u0627 \u0645\u0646 \u062a\u0643\u0644\u0641\u0629 \u0643\u0644 \u0631\u0645\u0632 \u0644\u062f\u0649 \u0643\u0644\u0627\u0648\u062f.<\/li>\n<li><strong>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0628\u0631\u0645\u062c\u0629 \u062e\u0627\u0635\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0648\u062e\u0627\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0647\u0627\u0645\u0634\u064a\u0629 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u062a\u0645\u0644\u0643\u0647\u0627 \u0623\u0646\u062a:<\/strong> \u0634\u063a\u0650\u0651\u0644 \u0646\u0645\u0648\u0630\u062c GLM-4.7-Flash \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0633\u0639\u062a\u0647\u0627 \u0662\u0664 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a. \u0648\u0646\u0648\u0635\u064a \u062d\u0627\u0644\u064a\u064b\u0651\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 llama.cpp \u0623\u0648 LM Studio \u0623\u0648 Jan \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 Ollama\u060c \u0644\u0623\u0646 \u0642\u0627\u0644\u0628 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0642\u062f \u064a\u062a\u0635\u0631\u0641 \u0633\u0644\u0648\u0643\u064b\u0627 \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639 \u062a\u062d\u062a Ollama.<\/li>\n<li><strong>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u062a\u0642\u062a\u0631\u0628 \u0645\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0642\u064a\u0627\u062f\u064a \u0648\u0644\u062f\u064a\u0643 \u0645\u062d\u0637\u0629 \u0639\u0645\u0644 \u0642\u0648\u064a\u0629:<\/strong> \u0641\u0625\u0646 \u0646\u0645\u0648\u0630\u062c GLM-4.5-Air \u0647\u0648 \u0627\u0644\u062d\u0644 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0635\u0627\u062f\u0642 \u0628\u064a\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u0641\u0646\u064a\u0629 \u0648\u0645\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627.<\/li>\n<\/ul>\n<table class=\"convly-vs\">\n<tr>\n<td><strong>\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong><\/td>\n<td><strong>\u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0645\u0639\u0644\u064e\u0651\u0645\u0627\u062a \/ \u0627\u0644\u0645\u0639\u0644\u064e\u0651\u0645\u0627\u062a \u0627\u0644\u0646\u0634\u0637\u0629<\/strong><\/td>\n<td><strong>\u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u0639\u0645\u0644 \u0641\u064a\u0647<\/strong><\/td>\n<td><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u063a\u064f\u0648 \u0644\u0650\u0645-5.1<\/td>\n<td>~754 \u0645\u0644\u064a\u0627\u0631 \/ ~40 \u0645\u0644\u064a\u0627\u0631<\/td>\n<td>\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 (GPU) \u0644\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0623\u0648 \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u0623\u062f\u0627\u0621 \u062a\u0631\u0645\u064a\u0632 \u0648\u0643\u064a\u0644\u064d \u0639\u0627\u0644\u064a \u0627\u0644\u0645\u0633\u062a\u0648\u0649<\/td>\n<\/tr>\n<tr>\n<td>GLM-4.5-Air<\/td>\n<td>~106 \u0645\u0644\u064a\u0627\u0631 \/ ~12 \u0645\u0644\u064a\u0627\u0631<\/td>\n<td>\u0645\u062d\u0637\u0629 \u0639\u0645\u0644 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 VRAM \/ \u062c\u0647\u0627\u0632 Mac \u0628\u0633\u0639\u0629 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629\u060c \u0642\u0631\u064a\u0628\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f<\/td>\n<\/tr>\n<tr>\n<td>GLM-4.7-Flash<\/td>\n<td>~30 \u0645\u0644\u064a\u0627\u0631 \/ ~3.6 \u0645\u0644\u064a\u0627\u0631<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0633\u0639\u0629 24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062a\u0631\u0645\u064a\u0632 \u062e\u0627\u0635 \u0645\u062d\u0644\u064a<\/td>\n<\/tr>\n<\/table>\n<p>\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629: \u0627\u062e\u062a\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0645\u0627 \u064a\u062a\u0646\u0627\u0633\u0628 \u0623\u0648\u0644\u064b\u0627 \u0645\u0639 \u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0646\u0634\u0631\u060c \u062b\u0645 \u0645\u0639 \u0627\u0644\u0645\u0647\u0645\u0629. \u0648\u064a\u062c\u0628 \u0639\u0644\u0649 \u0645\u0639\u0638\u0645 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \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 (API) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0645\u0648\u0630\u062c GLM-5.1 \u0644\u0623\u0639\u0645\u0627\u0644 \u062c\u0627\u062f\u0629\u060c \u0648\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0640 GLM-4.7-Flash \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u062a\u0647\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0644\u0625\u062c\u0631\u0627\u0621 \u062a\u0643\u0631\u0627\u0631\u0627\u062a \u062e\u0627\u0635\u0629 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0628\u0644\u0627 \u062a\u0643\u0644\u0641\u0629.<\/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 GLM-5.1 \u0641\u0639\u0651\u0627\u0644\u064c \u062d\u0642\u064b\u0651\u0627 \u0628\u0646\u0641\u0633 \u062f\u0631\u062c\u0629 \u0643\u0644\u0627\u0648\u062f\u061f<\/h3>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0639\u0627\u0645\u060c \u062a\u0636\u0639\u0647 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0627\u062a \u0639\u0646\u062f \u0645\u0633\u062a\u0648\u0649 \u064a\u0642\u0627\u0631\u0628 \u0669\u0660\u2013\u0669\u0665\u066a \u0645\u0646 \u062c\u0648\u062f\u0629 \u0646\u0645\u0648\u0630\u062c Claude Opus 4.6\u060c \u0648\u0628\u062c\u0632\u0621 \u0636\u0626\u064a\u0644 \u062c\u062f\u064b\u0651\u0627 \u0645\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u0635\u0639\u0628 \u0645\u0647\u0627\u0645 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\u0634\u0631\u0643\u0629 Z.ai\u061f<\/h3>\n<p>Z.ai \u0647\u064a \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u062f\u0648\u0644\u064a\u0629 \u0644\u0634\u0631\u0643\u0629 Zhipu AI\u060c \u0648\u0647\u064a \u0645\u062e\u062a\u0628\u0631 \u0635\u064a\u0646\u064a \u0645\u0642\u0631\u0651\u0647 \u0628\u0643\u064a\u0646\u060c \u0627\u0646\u0641\u0635\u0644 \u0639\u0646 \u062c\u0627\u0645\u0639\u0629 \u062a\u0633\u064a\u0646\u063a\u0647\u0648\u0627. \u0648\u0642\u062f \u062c\u0627\u0621 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0633\u0645\u064a\u0629 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666 \u0627\u0646\u0639\u0643\u0627\u0633\u064b\u0627 \u0644\u0633\u0639\u064a \u0627\u0644\u0634\u0631\u0643\u0629 \u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u064a\u0646.<\/p>\n<h3>\u0643\u064a\u0641 \u062a\u0642\u0627\u0631\u0646 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\u0648\u0663\u0660 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0651\u0627 \u0634\u0647\u0631\u064a\u064b\u0651\u0627\u060c \u0648\u0647\u064a \u0623\u0631\u062e\u0635 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u062e\u062f\u0645\u0629 Claude Max.<\/p>\n<h3>\u0647\u0644 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u0623\u0641\u0636\u0644 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c DeepSeek V4\u061f<\/h3>\n<p>\u0647\u0645\u0627 \u0642\u0631\u064a\u0628\u0627\u0646 \u062c\u062f\u064b\u0651\u0627 \u0645\u0646 \u0628\u0639\u0636\u0647\u0645\u0627\u060c \u0644\u0643\u0646 \u0644\u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u0646\u0642\u0627\u0637 \u0642\u0648\u0629 \u0645\u062e\u062a\u0644\u0641\u0629. \u0641\u0642\u062f \u062a\u0645 \u0636\u0628\u0637 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u0629\u060c \u0648\u064a\u062a\u0635\u062f\u064e\u0651\u0631 \u0628\u0639\u0636 \u0644\u0648\u062d\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u0629\u060c \u0643\u0645\u0627 \u0623\u0646 \u062a\u062f\u0631\u064a\u0628\u0647 \u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0631\u0642\u0627\u0626\u0642 \u0647\u0648\u0627\u0648\u064a \u064a\u064f\u0634\u0643\u0650\u0651\u0644 \u0632\u0627\u0648\u064a\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0641\u0631\u064a\u062f\u0629. \u0623\u0645\u0627 \u0646\u0645\u0648\u0630\u062c DeepSeek V4 \u0641\u0647\u0648 \u0623\u0631\u062e\u0635\u060c \u0648\u064a\u062a\u0645\u062a\u0639 \u0628\u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u0623\u0643\u0628\u0631 \u062a\u0628\u0644\u063a \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 (\u0645\u0642\u0627\u0628\u0644 \u0662\u0660\u0660 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0644\u062f\u0649 GLM)\u060c \u0648\u0647\u0648 \u0623\u0642\u0648\u0649 \u0643\u0646\u0645\u0648\u0630\u062c \u0634\u0627\u0645\u0644. \u0648\u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0645\u0645\u062a\u0627\u0632\u0627\u0646 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u0636\u0645\u0646 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629\u060c \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u0637\u0648\u0644 \u0645\u0647\u0627\u0645 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0641\u064a\u062a\u0641\u0648\u064e\u0651\u0642 \u0639\u0644\u064a\u0647 \u0646\u0645\u0648\u0630\u062c DeepSeek \u0642\u0644\u064a\u0644\u064b\u0627.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c GLM \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 RTX 4090\u061f<\/h3>\n<p>\u0644\u064a\u0633 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u060c \u0644\u0643\u0646\u0647 \u0646\u0639\u0645 \u0645\u0645\u0643\u0646 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u0631\u064a\u062f\u0647 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0645\u062d\u0644\u064a\u064b\u0651\u0627. \u0641\u0646\u0645\u0648\u0630\u062c GLM-4.7-Flash\u060c \u0648\u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0645\u0643\u0648\u064e\u0651\u0646 \u0645\u0646 \u062e\u0644\u064a\u0637 \u062e\u0628\u0631\u0627\u0621 (Mixture-of-Experts) \u0628\u062d\u062c\u0645 \u062a\u0642\u0631\u064a\u0628\u064a 30 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u064a\u0634\u063a\u0644 \u0645\u0633\u0627\u062d\u0629 \u0643\u0627\u0641\u064a\u0629 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0633\u0639\u0629 24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u062b\u0644 RTX 4090 \u0623\u0648 RTX 3090 \u0639\u0646\u062f \u0627\u0644\u062a\u0643\u0645\u064a\u0645 4-\u0628\u062a (\u062d\u0648\u0627\u0644\u064a 18 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a)\u060c \u0648\u064a\u0639\u0645\u0644 \u0628\u0633\u0631\u0639\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 60 \u0648100 \u0631\u0645\u0632 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629. \u0623\u0645\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0627\u0645\u0644 GLM-5.1 \u0628\u062d\u062c\u0645 754 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0641\u0647\u0648 \u064a\u062a\u0637\u0644\u0628 \u0623\u062c\u0647\u0632\u0629 \u0645\u062e\u0635\u0635\u0629 \u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0644\u0630\u0627 \u064a\u062c\u0628 \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 (API) \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<h3>\u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 GLM-4.7-Flash \u0648GLM-5.1\u061f<\/h3>\n<p>\u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u0633\u062a\u0647\u062f\u0641\u0627\u0646 \u0637\u0631\u0641\u064a\u0646 \u0645\u062a\u0642\u0627\u0628\u0644\u064a\u0646 \u0645\u0646 \u0627\u0644\u0637\u064a\u0641. \u0641\u0640 GLM-5.1 \u0647\u0648 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f \u0628\u062d\u062c\u0645 754 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u0645\u064f\u0635\u0645\u064e\u0651\u0645 \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u0639\u0644\u0649 \u062c\u0648\u062f\u0629 \u0645\u0645\u0643\u0646\u0629 \u0641\u064a \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u0648\u0643\u064a\u0644\u064a\u060c \u0648\u0647\u0648 \u0639\u0645\u0644\u064a\u064b\u0651\u0627 \u0645\u062a\u0627\u062d \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). \u0623\u0645\u0627 GLM-4.7-Flash \u0641\u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0645\u062f\u0645\u062c \u0628\u062d\u062c\u0645 \u062a\u0642\u0631\u064a\u0628\u064a 30 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629\u060c \u0635\u064f\u0645\u0650\u0651\u0645 \u0644\u064a\u064f\u0634\u062a\u063a\u0644 \u0639\u0644\u0649 \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\u061b \u0648\u064a\u062d\u0642\u0650\u0651\u0642 \u062f\u0631\u062c\u0629 \u062a\u0642\u0627\u0631\u0628 59% \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 SWE-bench Verified\u060c \u0648\u0647\u064a \u0646\u062a\u064a\u062c\u0629 \u0642\u0648\u064a\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062d\u0644\u064a\u060c \u0644\u0643\u0646\u0647\u0627 \u0623\u0642\u0644 \u0645\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f. \u0644\u0630\u0627 \u0627\u062e\u062a\u0631 \u0646\u0645\u0648\u0630\u062c Flash \u0644\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062d\u0644\u064a \u0627\u0644\u062e\u0627\u0635 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u062a\u0645\u0627\u0645\u064b\u0627\u060c \u0648\u0627\u062e\u062a\u0631 GLM-5.1 \u0639\u0646\u062f\u0645\u0627 \u062a\u0633\u0639\u0649 \u0625\u0644\u0649 \u0623\u0641\u0636\u0644 \u0646\u062a\u064a\u062c\u0629 \u0645\u0645\u0643\u0646\u0629.<\/p>\n<h3>\u0623\u064a\u0646 \u064a\u0645\u0643\u0646\u0646\u064a \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 GLM\u061f<\/h3>\n<p>\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0646\u0645\u0648\u0630\u062c GLM \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0634\u0631\u0643\u0629 Z.ai\u060c \u0623\u0648 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u062a\u062c\u0645\u064a\u0639 \u0645\u062b\u0644 OpenRouter\u060c \u062d\u064a\u062b \u062a\u0628\u0644\u063a \u062a\u0643\u0644\u0641\u0629 \u062a\u0634\u063a\u064a\u0644 GLM-5.1 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0651\u0627 \u0648\u0627\u062d\u062f\u064b\u0627 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644\u060c \u0648\u062d\u0648\u0627\u0644\u064a \u062b\u0644\u0627\u062b\u0629 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0623\u0645\u0631\u064a\u0643\u064a\u0651\u0629 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062e\u0631\u0627\u062c. \u0643\u0645\u0627 \u062a\u0648\u0641\u0631 \u0634\u0631\u0643\u0629 Z.ai \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 \u0623\u0646\u062b\u0631\u0648\u0628\u064a\u0643 (Anthropic-compatible endpoint)\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 GLM-5.1 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644 \u0643\u0628\u062f\u064a\u0644 \u0645\u0628\u0627\u0634\u0631 \u0644\u0646\u0645\u0648\u0630\u062c Claude \u062f\u0627\u062e\u0644 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Claude Code. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u064a\u0648\u0645\u064a \u0627\u0644\u0643\u062b\u064a\u0641\u0629\u060c \u0641\u0625\u0646 \u062e\u0637\u0629 \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u00abGLM Coding Plan\u00bb (\u0628\u0623\u0633\u0639\u0627\u0631 \u062a\u0628\u062f\u0623 \u0645\u0646 \u0646\u062d\u0648 10 \u062f\u0648\u0644\u0627\u0631\u0627\u062a \u0623\u0645\u0631\u064a\u0643\u064a\u0651\u0629 \u0648\u062a\u0635\u0644 \u0625\u0644\u0649 80 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0651\u0627 \u0634\u0647\u0631\u064a\u064b\u0651\u0627) \u062a\u0643\u0648\u0646 \u0639\u0627\u062f\u0629\u064b \u0623\u0631\u062e\u0635 \u0645\u0646 \u0627\u0644\u062f\u0641\u0639 \u0645\u0642\u0627\u0628\u0644 \u0643\u0644 \u0631\u0645\u0632 \u0639\u0644\u0649 \u062d\u062f\u0629.<\/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\u064f\u0651 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u0623\u0643\u062b\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0625\u062b\u0627\u0631\u0629\u064b \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u064b\u0651\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0635\u064a\u0646\u064a. \u0641\u0647\u0648 \u064a\u0642\u062f\u0650\u0651\u0645 \u062c\u0648\u062f\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u062a\u0642\u062a\u0631\u0628 \u0645\u0646 \u062c\u0648\u062f\u0629 \u0643\u0644\u0627\u0648\u062f\u060c \u0648\u064a\u064f\u0637\u0631\u062d \u0643\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u0645\u0631\u062e\u064e\u0651\u0635\u0629 \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 MIT\u060c \u0648\u0628\u062a\u0643\u0644\u0641\u0629 \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0627\u0644\u063a\u0631\u0628\u064a\u0629\u060c \u0628\u0644 \u0648\u064a\u064f\u0628\u0631\u0632 \u2014 \u0648\u0628\u0634\u0643\u0644 \u0641\u0631\u064a\u062f \u2014 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u062d\u062f\u0651\u064a \u062a\u0646\u0627\u0641\u0633\u064a \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0631\u0642\u0627\u0626\u0642 \u0635\u064a\u0646\u064a\u0629.<\/p>\n<p>\u0623\u0645\u0627 \u0627\u0644\u062a\u062d\u0641\u0638\u0627\u062a \u0627\u0644\u0635\u0627\u062f\u0642\u0629 \u0641\u0647\u064a \u0645\u0627 \u064a\u0628\u0642\u064a \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0648\u0627\u0642\u0639\u064a\u064b\u0651\u0627: \u0627\u062e\u0641\u0636 \u0645\u0646 \u0648\u0632\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0627\u0644\u0645\u064f\u0628\u0644\u064e\u0651\u063a \u0639\u0646\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0651\u0627\u060c \u0648\u0627\u0646\u062a\u0628\u0647 \u0625\u0644\u0649 \u0623\u0646 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0642\u0635\u0648\u0649 \u062a\u0628\u0644\u063a \u0662\u0660\u0660 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0648\u062a\u062c\u0646\u064e\u0651\u0628 \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 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0636\u0645\u064e\u0651\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0633\u0627\u0633\u0629 \u0639\u0628\u0631 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0630\u0627\u062a\u064a\u064b\u0651\u0627. \u0648\u0625\u0630\u0627 \u0641\u0639\u0644\u062a \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0646\u0645\u0648\u0630\u062c GLM-5.1 \u064a\u064f\u0639\u064e\u062f\u064f\u0651 \u0623\u062d\u062f \u0623\u0641\u0636\u0644 \u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u0642\u064a\u0645\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u2014 \u0643\u0645\u0627 \u0623\u0646\u0647\u060c \u0628\u0641\u0636\u0644 \u062a\u062f\u0631\u064a\u0628\u0647 \u0627\u0644\u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0631\u0642\u0627\u0626\u0642 \u0647\u0648\u0627\u0648\u064a\u060c \u0623\u0648\u0636\u062d \u0645\u0624\u0634\u0631 \u062d\u062a\u0649 \u0627\u0644\u0622\u0646 \u0639\u0644\u0649 \u0623\u0646 \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0645 \u064a\u0639\u062f \u062e\u0627\u0636\u0639\u064b\u0627 \u0644\u0644\u0633\u064a\u0637\u0631\u0629 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629 \u0639\u0628\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u062d\u062f\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\/cheap-chinese-ai-model-narrows-us-lead-reuters\/\">\u0646\u0645\u0648\u0630\u062c \u0635\u064a\u0646\u064a \u0631\u062e\u064a\u0635 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u064f\u0642\u0631\u0651\u0628 \u0627\u0644\u0641\u062c\u0648\u0629 \u0645\u0639 \u0623\u0646\u062b\u0631\u0648\u0628\u064a\u0643 \u0648\u0623\u0648\u0628\u0646 \u0622\u064a: \u062a\u0642\u0631\u064a\u0631 \u0648\u0643\u0627\u0644\u0629 \u0631\u0648\u064a\u062a\u0631\u0632<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/moonshot-kimi-explained-2026\/\">\u0645\u0648\u0646\u0634\u0648\u062a \u0643\u064a\u0645\u064a K2.6 \u0641\u064a \u0639\u0627\u0645 2026: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0630\u064a \u064a\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0639\u0644\u0649 GPT-5.5<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/bytedance-doubao-explained-2026\/\">\u062a\u0637\u0628\u064a\u0642 \u062f\u0648\u0628\u064a\u062f\u0648 (Doubao) \u0627\u0644\u062a\u0627\u0628\u0639 \u0644\u0634\u0631\u0643\u0629 \u0628\u0627\u064a\u062a \u062f\u0627\u0646\u0633 \u0641\u064a \u0639\u0627\u0645 2026: \u0623\u0643\u062b\u0631 \u062a\u0637\u0628\u064a\u0642 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0635\u064a\u0646\u060c \u0645\u0648\u0636\u062d \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/alibaba-qwen-explained-2026\/\">\u0639\u0644\u064a \u0628\u0627\u0628\u0627 \u0643\u0648\u064a\u0646 \u0641\u064a \u0639\u0627\u0645 2026: \u0623\u0643\u0645\u0644 \u0639\u0627\u0626\u0644\u0629 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/deepseek-explained-2026\/\">\u062f\u064a\u0628 \u0633\u064a\u0643 \u0641\u064a \u0639\u0627\u0645 2026: \u0643\u064a\u0641 \u0623\u0635\u0628\u062d \u0645\u062e\u062a\u0628\u0631 \u0635\u064a\u0646\u064a \u0645\u0644\u0643\u064b\u0627 \u0644\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0633\u0639\u0631\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>GLM-5.1 \u0647\u0648 \u0628\u062f\u064a\u0644 \u0643\u0644\u0648\u062f \u0627\u0644\u0630\u064a \u064a\u0643\u0644\u0641 $3 \u0641\u064a \u0627\u0644\u0634\u0647\u0631 \u0648\u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0628\u062f\u0648\u0646 \u0623\u064a \u0623\u062c\u0647\u0632\u0629 \u0625\u0646\u0641\u064a\u062f\u064a\u0627. \u0646\u0645\u0648\u0630\u062c Zhipu \u0647\u0648 \u0628\u064a\u0627\u0646 \u062c\u064a\u0648\u0633\u064a\u0627\u0633\u064a \u0628\u0642\u062f\u0631 \u0645\u0627 \u0647\u0648 \u0628\u064a\u0627\u0646 \u062a\u0642\u0646\u064a.<\/p>","protected":false},"author":1,"featured_media":761,"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":[604],"tags":[609,621,615,622,620],"class_list":["post-756","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chinese-ai","tag-chinese-ai","tag-glm-5","tag-open-weights-llm","tag-z-ai","tag-zhipu-glm"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/756","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=756"}],"version-history":[{"count":4,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/756\/revisions"}],"predecessor-version":[{"id":1384,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/756\/revisions\/1384"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/761"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=756"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=756"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=756"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}