{"id":104837,"date":"2025-04-06T13:51:41","date_gmt":"2025-04-06T09:21:41","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/llama-4-%d8%a7%d9%86%d9%82%d9%84%d8%a7%d8%a8-%da%86%d9%86%d8%af%d9%85%d9%88%d8%af%d8%a7%d9%84-moe-moe\/"},"modified":"2025-04-06T13:51:41","modified_gmt":"2025-04-06T09:21:41","slug":"llama-4-%d8%a7%d9%86%d9%82%d9%84%d8%a7%d8%a8-%da%86%d9%86%d8%af%d9%85%d9%88%d8%af%d8%a7%d9%84-moe-moe","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/llama-4-%d8%a7%d9%86%d9%82%d9%84%d8%a7%d8%a8-%da%86%d9%86%d8%af%d9%85%d9%88%d8%af%d8%a7%d9%84-moe-moe\/","title":{"rendered":"Llama 4: \u0627\u0646\u0642\u0644\u0627\u0628 \u0686\u0646\u062f\u0645\u0648\u062f\u0627\u0644 Moe-Moe"},"content":{"rendered":"<div data-article-id=\"2385601\" id=\"article-body\">\n<p>Meta&#39;s Llama 4 \u0646\u0634\u0627\u0646\u06af\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0648\u0632\u0646 \u0628\u0627\u0632 \u0627\u0633\u062a \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u0631\u0627 \u0628\u0627 \u0631\u0627\u0646\u062f\u0645\u0627\u0646 \u0639\u0645\u0644\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0648\u0644\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0648\u0645\u06cc\u0627\u0646 \u0686\u0646\u062f \u062d\u0627\u0644\u062a\u0647 \u062f\u0631 \u062e\u0627\u0646\u0648\u0627\u062f\u0647 Llama \u060c Scout \u0648 Maverick \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062f\u0633\u062a \u06cc\u0627\u0628\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0622\u0646\u0686\u0647 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u062f \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:  <\/p>\n<hr\/>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" 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: #999;color:#999\" 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><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/llama-4-%d8%a7%d9%86%d9%82%d9%84%d8%a7%d8%a8-%da%86%d9%86%d8%af%d9%85%d9%88%d8%af%d8%a7%d9%84-moe-moe\/#%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%DA%A9%D8%A7%D8%B1%D8%A2%DB%8C%DB%8C_%D8%A7%D8%B2_%D8%B7%D8%B1%DB%8C%D9%82_%D8%AA%D8%AE%D8%B5%D8%B5\" >\u0645\u0639\u0645\u0627\u0631\u06cc: \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u062e\u0635\u0635<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/llama-4-%d8%a7%d9%86%d9%82%d9%84%d8%a7%d8%a8-%da%86%d9%86%d8%af%d9%85%d9%88%d8%af%d8%a7%d9%84-moe-moe\/#10_%D9%85%D8%AA%D8%B1_%D8%AA%D9%88%DA%A9%D9%86_%D8%AF%D8%B3%D8%AA%DB%8C%D8%A7%D8%A8%DB%8C_%D8%A8%D9%87_%D9%85%D9%88%D9%81%D9%82%DB%8C%D8%AA_%D8%AF%D8%B1_%D9%BE%D9%86%D8%AC%D8%B1%D9%87\" >10 \u0645\u062a\u0631 \u062a\u0648\u06a9\u0646: \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u067e\u0646\u062c\u0631\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/llama-4-%d8%a7%d9%86%d9%82%d9%84%d8%a7%d8%a8-%da%86%d9%86%d8%af%d9%85%d9%88%d8%af%d8%a7%d9%84-moe-moe\/#%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D9%85%D9%88%D8%A7%D8%B1%D8%AF_%D9%81%D8%B1%D8%A7%D8%AA%D8%B1_%D8%A7%D8%B2_%DA%86%D8%AA_%D8%A8%D8%A7%D8%A8%D8%A7%D8%AA\" >\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0648\u0627\u0631\u062f: \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0686\u062a \u0628\u0627\u0628\u0627\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/llama-4-%d8%a7%d9%86%d9%82%d9%84%d8%a7%d8%a8-%da%86%d9%86%d8%af%d9%85%d9%88%d8%af%d8%a7%d9%84-moe-moe\/#%DA%86%D8%B1%D8%A7_%D9%85%D9%87%D9%85_%D8%A7%D8%B3%D8%AA\" >\u0686\u0631\u0627 \u0645\u0647\u0645 \u0627\u0633\u062a<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D9%85%D8%A7%D8%B1%DB%8C_%DA%A9%D8%A7%D8%B1%D8%A2%DB%8C%DB%8C_%D8%A7%D8%B2_%D8%B7%D8%B1%DB%8C%D9%82_%D8%AA%D8%AE%D8%B5%D8%B5\"><\/span>\n<p>  <strong>\u0645\u0639\u0645\u0627\u0631\u06cc: \u06a9\u0627\u0631\u0622\u06cc\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u062e\u0635\u0635<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Llama 4 \u062a\u0635\u0648\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f <strong>\u0645\u062e\u0644\u0648\u0637 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 (MOE)<\/strong> \u0637\u0631\u0627\u062d\u06cc \u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0641\u0642\u0637 \u06cc\u06a9 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u062f\u0631 \u0647\u0631 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0641\u0639\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f[5]\u0628\u0634\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644:  <\/p>\n<ul>\n<li>\n<strong>\u0628\u0627 4 \u067e\u06cc\u0634\u0627\u0647\u0646\u06af \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f<\/strong>: 17B \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0641\u0639\u0627\u0644 (109b \u062f\u0631 \u06a9\u0644) \u0628\u0627 16 \u0645\u062a\u062e\u0635\u0635 \u060c \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u062f \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062a\u0646.\n<\/li>\n<li>\n<strong>\u0628\u0627 4 \u0645\u0627\u0648\u0631\u06cc\u06a9 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f<\/strong>: 17B \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0641\u0639\u0627\u0644 (400B \u06a9\u0644) \u0628\u0627 128 \u0645\u062a\u062e\u0635\u0635 \u060c \u062a\u0639\u0627\u0644\u06cc \u062f\u0631 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647 \u0648 \u062e\u0644\u0627\u0642[8]\u0628\u0634\u0631\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0634\u0627\u0646\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0632\u06cc\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc (&#8220;\u06a9\u0627\u0631\u0634\u0646\u0627\u0633\u0627\u0646&#8221;) \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f \u060c \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0631\u0627 83 \u066a \u067e\u0648\u0646\u062f \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645 \u0645\u0627\u0646\u0646\u062f Llama 3 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f[5]\u0628\u0634\u0631 \u0628\u0631\u0627\u06cc \u0645\u0627\u0648\u0631\u06cc\u06a9 \u060c \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0633\u0637\u062d GPT-4 \u062f\u0631 1\/9 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0646\u0634\u0627\u0646\u0647 \u0627\u0633\u062a[7]\u0628\u0634\u0631  <\/p>\n<p>\u0645\u062f\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f <strong>\u0645\u0648\u0644\u062a\u06cc \u0648 \u0641\u06cc\u0648\u0698\u0646 \u0632\u0648\u062f\u0647\u0646\u06af\u0627\u0645<\/strong>\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0646 \u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0642\u0627\u0628 \u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u0648\u0627\u0644\u06cc \u062a\u0648\u06a9\u0646 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0627\u0632 \u0644\u0627\u06cc\u0647 \u0627\u0648\u0644[1][5]\u0628\u0634\u0631 \u0628\u0631 \u062e\u0644\u0627\u0641 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u06a9\u0647 \u0627\u062c\u0632\u0627\u06cc \u0628\u06cc\u0646\u0634\/\u0645\u062a\u0646 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0627\u06cc \u062f\u0627\u0631\u0646\u062f \u060c \u0627\u06cc\u0646 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0627\u0632 \u0646\u0638\u0631 \u0645\u062a\u0642\u0627\u0628\u0644 \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f-\u0645\u0627\u0646\u0646\u062f \u062a\u0648\u0636\u06cc\u062d \u062c\u0631\u06cc\u0627\u0646 UI \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0648 \u062a\u0635\u0627\u0648\u06cc\u0631[2]\u0628\u0634\u0631 <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6s0o45c1s7kwjji2givf.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"528\" title=\"\"><\/p>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"10_%D9%85%D8%AA%D8%B1_%D8%AA%D9%88%DA%A9%D9%86_%D8%AF%D8%B3%D8%AA%DB%8C%D8%A7%D8%A8%DB%8C_%D8%A8%D9%87_%D9%85%D9%88%D9%81%D9%82%DB%8C%D8%AA_%D8%AF%D8%B1_%D9%BE%D9%86%D8%AC%D8%B1%D9%87\"><\/span>\n<p>  <strong>10 \u0645\u062a\u0631 \u062a\u0648\u06a9\u0646: \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u067e\u0646\u062c\u0631\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Llama 4 Scout&#39;s <strong>10 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0645\u062a\u0646 \u062a\u0648\u06a9\u0646<\/strong> (\u06a9\u0644\u0645\u0627\u062a 5m) \u06cc\u06a9 \u062c\u0647\u0634 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646\u0627\u0644\u06cc\u0632 \u06a9\u062f \u0648 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a[1][3]\u0628\u0634\u0631 \u0628\u0631\u0627\u06cc \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u0627\u06cc\u0646:  <\/p>\n<ul>\n<li>\u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0647\u0633\u062a\u0647 \u0644\u06cc\u0646\u0648\u06a9\u0633 \u0631\u0627 \u0628\u062e\u0648\u0631\u062f (\u062a\u0648\u06a9\u0646 7 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u067e\u0648\u0646\u062f) <em>\u0648\u062a<\/em> \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0622\u0646 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u0633.\n<\/li>\n<li>\u0628\u062f\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u060c \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u06a9\u062f \u062c\u0627\u0645\u0639 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f.\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u062a\u0648\u0633\u0637 <strong>\u0634\u0627\u062f\u06cc<\/strong>\u060c \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0648\u062c\u0647 \u062f\u0631 \u0647\u0645 \u062a\u0646\u06cc\u062f\u0647 \u06a9\u0647 \u0628\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a\u06cc \u0648 \u063a\u06cc\u0631 \u0647\u062f\u0641 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f \u062a\u0627 \u0627\u0646\u0633\u062c\u0627\u0645 \u062f\u0631 \u0645\u0633\u0627\u0641\u062a \u0647\u0627\u06cc \u0634\u062f\u06cc\u062f \u062d\u0641\u0638 \u0634\u0648\u062f[7]\u0628\u0634\u0631 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0648\u0644\u06cc\u0647 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f CloudFlare \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc CAP \u062f\u0631 \u0646\u0634\u0627\u0646\u0647 \u0647\u0627\u06cc 131K \u060c \u0645\u0642\u06cc\u0627\u0633 10 \u0645\u062a\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a.  <\/p>\n<h2>\n<p>  <img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fgthdii74y2jra87howfv.png\" alt=\"\u0634\u0631\u062d \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"546\" height=\"790\" title=\"\"><br \/>\n<\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D9%85%D9%88%D8%A7%D8%B1%D8%AF_%D9%81%D8%B1%D8%A7%D8%AA%D8%B1_%D8%A7%D8%B2_%DA%86%D8%AA_%D8%A8%D8%A7%D8%A8%D8%A7%D8%AA\"><\/span>\n<p>  <strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0648\u0627\u0631\u062f: \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0686\u062a \u0628\u0627\u0628\u0627\u062a<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>1) <strong>\u0647\u0648\u0634<\/strong><\/p>\n<p>\u0632\u0645\u06cc\u0646\u0647 \u0637\u0648\u0644\u0627\u0646\u06cc \u067e\u06cc\u0634\u0627\u0647\u0646\u06af \u0627\u0645\u06a9\u0627\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0644 \u0645\u062e\u0627\u0632\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code># Analyze a 5M-token codebase in one pass  \ncontext = load_entire_repo(\"my_project\")  \nresponse = llama4.scout_query(  \n    prompt=\"Find race conditions in this async code\",  \n    context=context  \n)   \n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>2) <strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647 \u0686\u0646\u062f \u0636\u0644\u0639\u06cc<\/strong><\/p>\n<p>\u0645\u0627\u0648\u0631\u06cc\u06a9 \u0627\u0632 12 \u0632\u0628\u0627\u0646 \u0648 \u062a\u0635\u0648\u06cc\u0631\/\u0645\u062a\u0646 \u0641\u06cc\u0648\u0698\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f &#8211; IDEAL \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062c\u0647\u0627\u0646\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0635\u0631\u06cc \u062f\u0627\u0631\u0646\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u06a9\u062a\u0627\u0628\u0686\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0639\u06cc\u0628 \u06cc\u0627\u0628\u06cc \u0628\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627)[8]\u0628\u0634\u0631<\/p>\n<p>3) <strong>\u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647<\/strong><\/p>\n<p>\u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0627\u0646\u062a\u062e\u0627\u0628\u06cc MOE \u0628\u0647 Scout \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc H100 \u0648\u0627\u062d\u062f \u0627\u062c\u0631\u0627 \u0634\u0648\u062f \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 AI \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0634\u0631\u06a9\u062a \u0631\u0627 \u062f\u0645\u0648\u06a9\u0631\u0627\u062a\u06cc\u06a9 \u06a9\u0646\u062f.  <\/p>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D9%85%D9%87%D9%85_%D8%A7%D8%B3%D8%AA\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 \u0645\u0647\u0645 \u0627\u0633\u062a<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Llama 4 \u0641\u0642\u0637 LLM \u062f\u06cc\u06af\u0631\u06cc \u0646\u06cc\u0633\u062a &#8211; \u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0627\u0628\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u0645\u062c\u062f\u062f \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a. \u0637\u0631\u0627\u062d\u06cc MOE \u062b\u0627\u0628\u062a \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0632\u0631\u06af\u062a\u0631 \u0647\u0645\u06cc\u0634\u0647 \u0628\u0647\u062a\u0631 \u0646\u06cc\u0633\u062a: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0627\u0647\u0648\u0634 \u062a\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627\u0644\u0627\u062a\u0631 \u0631\u0627 \u0628\u0627 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u060c \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u063a\u06cc\u0631 \u0639\u0645\u0644\u06cc (\u0645\u0627\u0646\u0646\u062f \u062a\u062c\u0632\u06cc\u0647 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc) \u0628\u062f\u0648\u0646 \u062e\u0648\u0634\u0647 \u0647\u0627\u06cc GPU \u0627\u0633\u062a.  <\/p>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u062c\u0627\u0645\u0639\u0647 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f \u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0639\u0648\u0627\u0645\u0644 \u0686\u0646\u062f \u0645\u062f\u0644\u06cc \u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0642\u0627\u0628\u0644 \u0648 IDE \u0647\u0627\u06cc AIG AUGEMED \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0628\u062f. \u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0641\u0642\u0637 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u0646\u06cc\u0633\u062a &#8211; \u062f\u0631 \u0645\u0648\u0631\u062f \u06a9\u0627\u0631 \u062f\u0642\u06cc\u0642 \u062a\u0631 \u0627\u0633\u062a \u060c \u0648 Llama 4 \u0627\u06cc\u0646 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a \u0631\u0627 \u0628\u0631 \u0639\u0647\u062f\u0647 \u062f\u0627\u0631\u062f.  <\/p>\n<p><em>\u0622\u0645\u0627\u062f\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0633\u062a\u06cc\u062f\u061f \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0628\u063a\u0644 \u06a9\u0631\u062f\u0646 \u0635\u0648\u0631\u062a \u0628\u06af\u06cc\u0631\u06cc\u062f \u0648 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0632\u06cc\u0631 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f!<\/em>  <\/p>\n<hr\/>\n<p><strong>\u0645\u0646\u0627\u0628\u0639<\/strong>:<br \/>[1]  https:\/\/azure.microsoft.com\/en-us\/blog\/introducing-the-llama-4-herd-in-azure-ai-foundry-and-azure-databricks\/<br \/>[2]  https:\/\/dev.to\/maxprilutskiy\/llama-4-breaking-metas-latest-powerhouse-model-3k0p<br \/>[3]  https:\/\/www.youtube.com\/watch\u061fv=xcxune2wmpa<br \/>[4]  https:\/\/economictimes.com\/tech\/technology\/how-to-use-metas-llama-4a-quick-guide-for-developers-and-enterprises\/articleshow\/120031266.cms<br \/>[5]  https:\/\/blog.cloudflare.com\/meta-llama-4-is-now-available-on-workers-ai\/<br \/>[6]  https:\/\/www.googlecloudcommunity.com\/gc\/community-blogs\/introducing-llama-4-on-vertex-ai\/ba-p\/892578<br \/>[7]  https:\/\/apidog.com\/blog\/llama-4-api\/<br \/>[8]  https:\/\/www.together.ai\/blog\/llama-4<br \/>[9]  https:\/\/venturebeat.com\/ai\/metas-answer-to-deepseek-is-here-llama-4-launches-with-context-scout-and-2t-parameter-behemoth-on-the-way\/\/\/<br \/>[10]  https:\/\/www.snowflake.com\/en\/blog\/meta-llama-4-now-available-snowflake-cortex-ai\/<br \/>[11]  https:\/\/www.ibm.com\/think\/topics\/context-window<br \/>[12]  https:\/\/groq.com\/llama-4-now-live-on-groq-build-fast-at-the-howest-cost-without-compromise\/<br \/>[13]  https:\/\/www.aboutamazon.com\/news\/aws\/aws\/aws-meta-llama-4-models-available<br \/>[14]  https:\/\/codingscape.com\/blog\/llms-with-largest-context-windows<br \/>[15]  https:\/\/www.llama.com\/developer-use-guide\/<br \/>[16]  https:\/\/www.databricks.com\/blog\/introducing-metas-llama-4-databricks-data-intelligence-platform<br \/>[17]  https:\/\/www.reddit.com\/r\/singulary\/comments\/1jsb7ug\/do_you_think_llama_4_will_have_a_10_million_token\/<br \/>[18]  https:\/\/developers.redhat.com\/articles\/2025\/04\/05\/llama-4-herd-here-day-zero-inference-support-vllm<br \/>[19]  https:\/\/www.llama.com<br \/>[20]  https:\/\/www.instagram.com\/artificialintelligencenews.in\/reel\/difmw79oxxq\/<\/p>\n<\/p><\/div>\n<p><script async src=\"\/\/www.instagram.com\/embed.js\"><\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Meta&#39;s Llama 4 \u0646\u0634\u0627\u0646\u06af\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u062f\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0648\u0632\u0646 \u0628\u0627\u0632 \u0627\u0633\u062a \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u067e\u06cc\u0634\u06af\u0627\u0645\u0627\u0646\u0647 \u0631\u0627 \u0628\u0627 \u0631\u0627\u0646\u062f\u0645\u0627\u0646 \u0639\u0645\u0644\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0648\u0644\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0648\u0645\u06cc\u0627\u0646 \u0686\u0646\u062f \u062d\u0627\u0644\u062a\u0647 \u062f\u0631 \u062e\u0627\u0646\u0648\u0627\u062f\u0647 Llama \u060c Scout \u0648 Maverick \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc 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&hellip;<\/p>\n","protected":false},"author":2,"featured_media":104838,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ffga69180njr9pk2csuah.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-104837","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/104837","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=104837"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/104837\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/104838"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=104837"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=104837"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=104837"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}