{"id":1277,"date":"2026-06-23T14:45:04","date_gmt":"2026-06-23T14:45:04","guid":{"rendered":"https:\/\/convly.ai\/?p=1277"},"modified":"2026-08-26T12:38:32","modified_gmt":"2026-08-26T12:38:32","slug":"llama-4-scout-vs-llama-4-maverick","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/","title":{"rendered":"\u0645\u0642\u0627\u0631\u0646\u0629 Llama 4 Scout \u0645\u0639 Llama 4 Maverick: \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a\u060c \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u0646\u0633\u0628 (2026)"},"content":{"rendered":"<p>\u0623\u0637\u0644\u0642\u062a \u0634\u0631\u0643\u0629 Meta <strong>Llama 4 Scout<\/strong> \u0648 <strong>Llama 4 Maverick<\/strong> \u0641\u064a \u0627\u0644\u064a\u0648\u0645 \u0646\u0641\u0633\u0647 \u2014 5 \u0623\u0628\u0631\u064a\u0644 2025 \u2014 \u0648\u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0642\u0631\u0627\u0621\u062a\u0647\u0645\u0627 \u0639\u0644\u0649 \u0623\u0646\u0647\u0645\u0627 \u00ab\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u00bb \u0648\u00ab\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u00bb. \u0644\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u0635\u064a\u063a\u0629 \u062e\u0627\u0637\u0626\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0623\u0647\u0645 \u0627\u0644\u0630\u064a \u064a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0641\u0627\u062a\u0648\u0631\u062a\u0643. \u0641\u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u0641\u0639\u0651\u0644\u0627\u0646 <strong>17 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0628\u0627\u0644\u0636\u0628\u0637 \u0644\u0643\u0644 \u0631\u0645\u0632<\/strong>. \u0623\u0645\u0627 \u0645\u0627 \u064a\u062e\u062a\u0644\u0641 \u0641\u0647\u0648 \u062d\u062c\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u062a\u064a \u062a\u064f\u0633\u062a\u0642\u0649 \u0645\u0646\u0647\u0627 \u062a\u0644\u0643 \u0627\u0644\u0640 17 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629: \u0641\u0647\u064a 16 \u062e\u0628\u064a\u0631\u064b\u0627 \u0641\u064a Scout\u060c \u0648128 \u062e\u0628\u064a\u0631\u064b\u0627 \u0641\u064a Maverick. \u0648\u0643\u0644 \u0645\u0627 \u0639\u062f\u0627 \u0630\u0644\u0643 \u2014 \u0627\u0644\u0641\u0627\u0631\u0642 \u0641\u064a \u0627\u0644\u0633\u0639\u0631\u060c \u0648\u0627\u0644\u0641\u0627\u0631\u0642 \u0641\u064a \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0627\u062f\u064a\u0629\u060c \u0648\u0627\u0644\u0641\u0627\u0631\u0642 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u2014 \u064a\u0646\u062a\u062c \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0639\u0646 \u0647\u0630\u0627 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a \u0627\u0644\u0648\u062d\u064a\u062f.<\/p>\n<p>\u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u064a\u0636\u064b\u0627 \u0623\u0646 \u0627\u0644\u062d\u062f\u0633 \u0627\u0644\u0645\u0623\u0644\u0648\u0641 \u00ab\u0643\u0644\u0645\u0627 \u0643\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0643\u0628\u0631\u060c \u0643\u0627\u0646\u062a \u0625\u062c\u0627\u0628\u0627\u062a\u0647 \u0623\u0641\u0636\u0644\u00bb \u0644\u0627 \u064a\u0646\u0637\u0628\u0642 \u0647\u0646\u0627. \u0641\u062d\u062c\u0645 Maverick \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0623\u0643\u0628\u0631 \u0628\u0645\u0639\u0627\u0645\u0644 3.7 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 Scout\u060c \u0644\u0643\u0646 \u0623\u062f\u0627\u0624\u0647 \u0644\u0627 \u064a\u0643\u0648\u0646 \u0623\u0641\u0636\u0644 \u0628\u0645\u0639\u0627\u0645\u0644 3.7\u060c \u0628\u0644 \u0648\u0639\u0644\u0649 \u0628\u0639\u0636 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0627 \u064a\u0643\u0648\u0646 \u0623\u062f\u0627\u0624\u0647 \u0623\u0641\u0636\u0644 \u0625\u0637\u0644\u0627\u0642\u064b\u0627. \u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628\u060c \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u0646\u0634\u0631\u062a\u0647\u0627 \u0634\u0631\u0643\u0629 Meta \u0648\u0623\u0633\u0639\u0627\u0631 \u0645\u0648\u0641\u0631\u064a \u0627\u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u2014 \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0627\u0644\u0627\u0633\u062a\u0634\u0647\u0627\u062f \u0628\u0647\u0627 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0643\u0648\u0646 \u0639\u0645\u0644\u064a\u064b\u0651\u0627 \u063a\u064a\u0631 \u0645\u062a\u0648\u0641\u0631\u0629.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0645\u0633\u062a\u062e\u0644\u0635\u0629<\/h3>\n<ul>\n<li><strong>\u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0639\u0644\u0629 \u0645\u062a\u0645\u0627\u062b\u0644\u060c \u0644\u0643\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0645\u062e\u062a\u0644\u0641\u0629.<\/strong> Scout \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 109 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0625\u062c\u0645\u0627\u0644\u064a\u0629 \/ 17 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0641\u0627\u0639\u0644\u0629 \u0639\u0628\u0631 16 \u062e\u0628\u064a\u0631\u064b\u0627. \u0623\u0645\u0627 Maverick \u0641\u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 400 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0625\u062c\u0645\u0627\u0644\u064a\u0629 \/ 17 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0641\u0627\u0639\u0644\u0629 \u0639\u0628\u0631 128 \u062e\u0628\u064a\u0631\u064b\u0627. \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0625\u0646 \u062d\u0633\u0627\u0628 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0644\u0643\u0644 \u0631\u0645\u0632 \u0645\u062a\u0637\u0627\u0628\u0642 \u062a\u0642\u0631\u064a\u0628\u064b\u0627\u061b \u0644\u0643\u0646 \u0627\u0644\u0628\u0635\u0645\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0644\u064a\u0633\u062a \u0643\u0630\u0644\u0643.<\/li>\n<li><strong>\u0633\u0639\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632 \u0641\u064a Scout \u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0644\u0643\u0646\u0643 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u062c\u062d \u0644\u0646 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0633\u062a\u0626\u062c\u0627\u0631\u0647\u0627.<\/strong> \u062f\u0631\u0651\u0628\u062a \u0634\u0631\u0643\u0629 Meta \u0646\u0645\u0648\u0630\u062c Scout \u0644\u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632. \u0623\u0645\u0627 \u0645\u0642\u062f\u0645\u0648 \u0627\u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0645\u064f\u0633\u062a\u0636\u0627\u0641\u064a\u0646 \u0641\u064a\u0642\u062f\u0645\u0648\u0646 \u0633\u0639\u0627\u062a \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 128 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0648\u062d\u0648\u0627\u0644\u064a 1.3 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632. \u0623\u0645\u0627 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632 \u0641\u064a\u062a\u0637\u0644\u0651\u0628 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0630\u0627\u0643\u0631\u0629 KV \u0636\u062e\u0645\u0629 \u062c\u062f\u064b\u0651\u0627.<\/li>\n<li><strong>\u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0644\u0640 Maverick \u062a\u062a\u0631\u0643\u0651\u0632 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u0629.<\/strong> \u062a\u062d\u0633\u0651\u0646 \u0628\u0646\u0633\u0628\u0629 +12.6 \u0646\u0642\u0637\u0629 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 GPQA Diamond\u060c \u0648+10.6 \u0646\u0642\u0637\u0629 \u0641\u064a LiveCodeBench. \u0623\u0645\u0627 \u0641\u064a \u0641\u0647\u0645 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0641\u0627\u0644\u0623\u062f\u0627\u0621 \u0645\u062a\u0633\u0627\u0648\u064d \u0628\u064a\u0646\u0647\u0645\u0627 \u2014 \u0641\u0646\u062a\u064a\u062c\u0629 DocVQA \u0647\u064a 94.4 \u0644\u0643\u0644\u064a\u0647\u0645\u0627.<\/li>\n<li><strong>\u062a\u0643\u0644\u0641\u0629 Scout \u0623\u0642\u0644 \u0628\u0646\u062d\u0648 2.3\u00d7 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0645\u062f\u0645\u062c<\/strong> (0.15 \u062f\u0648\u0644\u0627\u0631 \u0645\u0642\u0627\u0628\u0644 0.35 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u062f\u0645\u062c \u0639\u0646\u062f \u0646\u0633\u0628\u0629 \u0625\u062f\u062e\u0627\u0644 \u0625\u0644\u0649 \u0625\u062e\u0631\u0627\u062c \u062a\u0628\u0644\u063a 3:1).<\/li>\n<li><strong>\u0623\u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0641\u064a\u062a\u0636\u062d \u0639\u0646\u062f \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062d\u0644\u064a \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629.<\/strong> \u064a\u062a\u0646\u0627\u0633\u0628 Scout \u0645\u0639 \u0628\u0637\u0627\u0642\u0629 H100 \u0648\u0627\u062d\u062f\u0629 \u0633\u0639\u0629 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0646\u062f \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0628\u0640 4 \u0628\u062a\u061b \u0623\u0645\u0627 Maverick \u0641\u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0646\u062d\u0648 240 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0646\u062f \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0628\u0640 4 \u0628\u062a\u060c \u0648\u0625\u0644\u0649 \u0645\u0636\u064a\u0641 \u0643\u0627\u0645\u0644 \u0645\u0643\u0648\u0651\u0646 \u0645\u0646 8 \u0648\u062d\u062f\u0627\u062a GPU \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0646\u0633\u064a\u0642 FP8.<\/li>\n<li><strong>\u0627\u0639\u062a\u0628\u0631 \u0646\u062a\u064a\u062c\u0629 LMArena \u0627\u0644\u0634\u0647\u064a\u0631\u0629 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 1417 \u0646\u0642\u0637\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Maverick \u063a\u064a\u0631 \u0635\u0627\u0644\u062d\u0629.<\/strong> \u0641\u0642\u062f \u0627\u0634\u062a\u0642\u0651\u062a \u062a\u0644\u0643 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0645\u0646 \u0646\u0633\u062e\u0629 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u063a\u064a\u0631 \u0645\u0646\u0634\u0648\u0631\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062e\u0635\u0651\u0635 \u0644\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0648\u0644\u064a\u0633 \u0645\u0646 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0632\u064a\u0644.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_88 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6ab5975845064\" 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-6ab5975845064\"  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\/llama-4-scout-vs-llama-4-maverick\/#The_30-second_version\" >\u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0645\u062e\u062a\u0635\u0631\u0629 \u0641\u064a 30 \u062b\u0627\u0646\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/#Architecture_one_knob_two_very_different_models\" >\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629: \u0645\u0642\u0628\u0636 \u0648\u0627\u062d\u062f \u064a\u0648\u0644\u0651\u062f \u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u064a\u0646 \u062c\u062f\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\/llama-4-scout-vs-llama-4-maverick\/#Context_window_10M_on_paper_far_less_in_practice\" >\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642: 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632 \u0639\u0644\u0649 \u0627\u0644\u0648\u0631\u0642\u060c \u0648\u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/#Benchmarks_where_the_extra_291B_parameters_show_up\" >\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629: \u062d\u064a\u062b \u062a\u0638\u0647\u0631 \u0627\u0644\u0645\u0639\u0644\u064e\u0651\u0645\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 291 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/#Local_hardware_VRAM_at_FP16_FP8_and_4-bit\" >\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0644\u0644\u0623\u062c\u0647\u0632\u0629: \u0627\u0644\u0640 VRAM \u0639\u0646\u062f \u062a\u0646\u0633\u064a\u0642\u0627\u062a FP16 \u0648FP8 \u06484-bit<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/#API_pricing_across_providers\" >\u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0628\u0631 \u0645\u0648\u0641\u0631\u064a \u0627\u0644\u062e\u062f\u0645\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/#What_this_actually_costs\" >\u0645\u0627 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u0623\u0645\u0631<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/#Licensing_read_the_EU_clause_before_you_build\" >\u0627\u0644\u062a\u0631\u0627\u062e\u064a\u0635: \u0627\u0642\u0631\u0623 \u0627\u0644\u0628\u0646\u062f \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0627\u062a\u062d\u0627\u062f \u0627\u0644\u0623\u0648\u0631\u0648\u0628\u064a \u0642\u0628\u0644 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0641\u064a \u0627\u0644\u0628\u0646\u0627\u0621<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/#Which_should_you_pick\" >\u0623\u064a\u064b\u0651\u0627 \u0645\u0646\u0647\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062e\u062a\u0627\u0631\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/#Frequently_asked_questions\" >\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-11\" href=\"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/#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-12\" href=\"https:\/\/convly.ai\/ar\/llama-4-scout-vs-llama-4-maverick\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_30-second_version\"><\/span>\u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0645\u062e\u062a\u0635\u0631\u0629 \u0641\u064a 30 \u062b\u0627\u0646\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u062e\u062a\u0631 <strong>Scout<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0623\u0648 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0644\u062e\u064a\u0635 \u0623\u0648 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u062d\u0631\u0648\u0641 (OCR) \u0623\u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0623\u0648 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0623\u0648 \u0623\u064a \u0645\u0647\u0645\u0629 \u0630\u0627\u062a \u062d\u062c\u0645 \u0643\u0628\u064a\u0631 \u062a\u062a\u0641\u0627\u0642\u0645 \u0641\u064a\u0647\u0627 \u062a\u0643\u0644\u0641\u0629 \u0643\u0644 \u0631\u0645\u0632 \u2014 \u0648\u0644\u0627 \u0633\u064a\u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 GPU \u0648\u0627\u062d\u062f\u0629. \u0627\u062e\u062a\u0631 <strong>Maverick<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u0647\u0627\u0645\u0643 \u062a\u062a\u0637\u0644\u0628 \u062d\u0642\u064b\u0651\u0627 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u064a\u0629 \u0623\u0648 \u0628\u0631\u0645\u062c\u064a\u0629\u060c \u062d\u064a\u062b \u062a\u0624\u062a\u064a \u0645\u064a\u0632\u062a\u0647 \u0627\u0644\u0645\u0632\u062f\u0648\u062c\u0629 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631\u064a GPQA Diamond \u0648LiveCodeBench \u062b\u0645\u0627\u0631\u0647\u0627 \u0644\u062a\u063a\u0637\u064a\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0644\u0644\u0645\u0639\u062f\u0627\u062a \u0648\u0627\u0644\u0625\u0646\u0641\u0627\u0642. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u062e\u0637\u0648\u0637 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c\u060c \u0641\u0625\u0646 \u062f\u0641\u0639 2.3\u00d7 \u0623\u0643\u062b\u0631 \u0645\u0642\u0627\u0628\u0644 Maverick \u0644\u0627 \u064a\u0645\u0646\u062d\u0643 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0623\u064a \u062a\u062d\u0633\u0651\u0646 \u0642\u0627\u0628\u0644 \u0644\u0644\u0642\u064a\u0627\u0633.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Architecture_one_knob_two_very_different_models\"><\/span>\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629: \u0645\u0642\u0628\u0636 \u0648\u0627\u062d\u062f \u064a\u0648\u0644\u0651\u062f \u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u064a\u0646 \u062c\u062f\u064b\u0651\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0647\u0645\u0627 \u0646\u0645\u0627\u0630\u062c \u062a\u062d\u0648\u064a\u0644\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0632\u064a\u062c \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 (MoE)\u060c \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u0627 \u062a\u0633\u0645\u0651\u064a\u0647 \u0634\u0631\u0643\u0629 Meta <em>\u0627\u0644\u0627\u0646\u062f\u0645\u0627\u062c \u0627\u0644\u0645\u0628\u0643\u0631 (early fusion)<\/em> \u0644\u0644\u0648\u0638\u0627\u0626\u0641 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u2014 \u0628\u062d\u064a\u062b \u062a\u062f\u062e\u0644 \u0631\u0645\u0648\u0632 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a (backbone) \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0631\u0628\u0637\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u064f\u0643\u064a\u0651\u0641 \u0628\u0635\u0631\u064a \u0645\u0646\u0641\u0635\u0644. \u0648\u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u0642\u0628\u0644\u0627\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u064a\u062e\u0631\u062c\u0627\u0646 \u0646\u0635\u064b\u0651\u0627. \u0648\u0643\u0644\u0627\u0647\u0645\u0627 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u062a\u0649 \u0623\u063a\u0633\u0637\u0633 2024.<\/p>\n<p>\u0623\u0645\u0627 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u062c\u0648\u0647\u0631\u064a \u0641\u064a\u0643\u0645\u0646 \u0641\u064a \u0648\u062d\u062f\u0629 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 (router). \u0641\u0640 Scout \u064a\u062e\u062a\u0627\u0631 \u0645\u0646 \u0628\u064a\u0646 16 \u062e\u0628\u064a\u0631\u064b\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062e\u062a\u0627\u0631 Maverick \u0645\u0646 \u0628\u064a\u0646 128 \u062e\u0628\u064a\u0631\u064b\u0627. \u0648\u0628\u0645\u0627 \u0623\u0646 17 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u0641\u0642\u0637 \u062a\u064f\u0641\u0639\u064e\u0651\u0644 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0641\u064a \u0643\u0644\u062a\u0627 \u0627\u0644\u062d\u0627\u0644\u062a\u064a\u0646\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0644\u0643\u0644\u064a\u0647\u0645\u0627 \u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 <em>\u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629<\/em> \u0644\u0643\u0644 \u0631\u0645\u0632 \u2014 \u0644\u0643\u0646 \u0643\u0644 \u062e\u0628\u064a\u0631 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0645\u0648\u062c\u0648\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0633\u0648\u0627\u0621 \u0623\u064f\u0641\u0639\u0650\u0651\u0644 \u0641\u064a \u0631\u0645\u0632 \u0645\u0639\u064a\u0646 \u0623\u0645 \u0644\u0627. \u0648\u0644\u0630\u0644\u0643 \u0641\u0625\u0646 \u062d\u062c\u0645 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0644\u0640 Maverick \u0623\u0643\u0628\u0631 \u0628\u0645\u0639\u0627\u0645\u0644 3.7 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 Scout\u060c \u0631\u063a\u0645 \u0623\u0646 \u0628\u0637\u0621 \u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0637\u0641\u064a\u0641 \u062c\u062f\u064b\u0651\u0627\u060c \u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0641\u064a \u0623\u0646 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0646\u0627\u062f\u0631\u064b\u0627 (sparse) \u0628\u062d\u062c\u0645 400 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 \u064a\u0645\u0643\u0646 \u062a\u0642\u062f\u064a\u0645\u0647 \u0628\u0623\u0633\u0639\u0627\u0631 \u0644\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u064f\u062d\u0642\u064e\u0651\u0642 \u0644\u0648 \u0643\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0643\u062b\u064a\u0641\u064b\u0627 (dense) \u0628\u062d\u062c\u0645 400 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629.<\/p>\n<p>\u0648\u0647\u0646\u0627\u0643 \u0641\u0631\u0642\u064c \u0622\u062e\u0631 \u064a\u0633\u062a\u062d\u0642 \u0627\u0644\u0630\u0643\u0631: \u0641\u0642\u062f \u062f\u0631\u0651\u0628 Scout \u0639\u0644\u0649 \u0646\u062d\u0648 40 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0628\u064a\u0646\u0645\u0627 \u062f\u0631\u0651\u0628 Maverick \u0639\u0644\u0649 \u0646\u062d\u0648 22 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0631\u0645\u0632. \u0623\u064a \u0623\u0646 Scout \u0631\u0623\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u062b\u0631 \u0645\u0648\u0632\u064e\u0651\u0639\u0629 \u0639\u0644\u0649 \u0639\u062f\u062f \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621\u060c \u0628\u064a\u0646\u0645\u0627 \u0631\u0623\u0649 Maverick \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0642\u0644 \u0645\u0648\u0632\u064e\u0651\u0639\u0629 \u0639\u0644\u0649 \u0639\u062f\u062f \u0623\u0643\u0628\u0631 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621. \u0648\u0647\u0630\u0627 \u064a\u0641\u0633\u0651\u0631 \u0644\u0645\u0627\u0630\u0627 \u064a\u062d\u0627\u0641\u0638 Scout \u0639\u0644\u0649 \u0623\u062f\u0627\u0626\u0647 \u0627\u0644\u0642\u0648\u064a \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u062a\u0633\u0627\u0639 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0648\u0641\u0647\u0645 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0623\u062e\u0631 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0635\u0639\u0628\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Context_window_10M_on_paper_far_less_in_practice\"><\/span>\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642: 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632 \u0639\u0644\u0649 \u0627\u0644\u0648\u0631\u0642\u060c \u0648\u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0630\u0647 \u0647\u064a \u0623\u0643\u062b\u0631 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0633\u062a\u0634\u0647\u0627\u062f\u064b\u0627 \u0648\u0623\u0643\u062b\u0631\u0647\u0627 \u0645\u0636\u0644\u0651\u0644\u0629 \u0641\u064a \u0625\u0637\u0644\u0627\u0642 Llama 4. \u0641\u0634\u0631\u0643\u0629 Meta \u062a\u0631\u0648\u0651\u062c \u0644\u0640 \u00ab\u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0628\u0637\u0648\u0644 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632\u00bb \u0644\u0640 Scout\u060c \u0648\u0647\u064a \u0645\u062d\u0642\u064e\u0651\u0642\u0629 \u0639\u0628\u0631 \u062a\u0635\u0645\u064a\u0645 \u0627\u0646\u062a\u0628\u0627\u0647 \u0645\u062a\u062f\u0627\u062e\u0644 (interleaved-attention) \u062f\u0648\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0645\u0648\u0636\u0639\u064a\u0629 (positional embeddings). \u0623\u0645\u0627 Maverick \u0641\u064a\u0623\u062a\u064a \u0628\u0633\u0639\u0629 \u0633\u064a\u0627\u0642 \u062a\u0628\u0644\u063a \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632.<\/p>\n<p>\u0627\u0644\u0645\u0634\u0643\u0644\u0629: <strong>\u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0644\u0627 \u064a\u0642\u062f\u0645 \u0623\u064a \u0645\u0632\u0648\u0651\u062f \u062e\u062f\u0645\u0629 \u0645\u0633\u062a\u0636\u0627\u0641 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0633\u0639\u0629 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632.<\/strong> \u0623\u0645\u0627 \u0627\u0644\u0633\u0639\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0641\u0647\u064a \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a: \u0646\u062d\u0648 128\u2013131 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0644\u062f\u0649 Groq\u060c \u0648\u0646\u062d\u0648 320 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0644\u062f\u0649 DeepInfra\u060c \u0648\u0646\u062d\u0648 328 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0644\u062f\u0649 Together\u060c \u0648\u0646\u062d\u0648 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0644\u062f\u0649 Fireworks\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0638\u0647\u0631 \u0642\u0627\u0626\u0645\u0629 Scout \u0639\u0644\u0649 OpenRouter \u0633\u0639\u0629 1,310,720 \u0631\u0645\u0632\u064b\u0627 \u0645\u0639 \u062d\u062f \u0623\u0642\u0635\u0649 \u0644\u0644\u0625\u0643\u0645\u0627\u0644 \u064a\u0628\u0644\u063a 16,384 \u0631\u0645\u0632\u064b\u0627. \u0648\u0644\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632\u060c \u0639\u0644\u064a\u0643 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u0648\u0639\u0646\u062f\u0647\u0627 \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0642\u064a\u062f \u0627\u0644\u062d\u0642\u064a\u0642\u064a: \u0630\u0627\u0643\u0631\u0629 KV. \u0641\u0639\u0646\u062f \u0623\u0639\u0645\u0627\u0642 \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u0646 \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u062a\u0641\u0648\u0642 \u0647\u0630\u0647 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u062d\u062c\u0645 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0646\u0641\u0633\u0647\u060c \u0648\u0647\u0630\u0627 \u0628\u0627\u0644\u0636\u0628\u0637 \u0633\u0628\u0628 \u0648\u0636\u0639 \u0645\u0648\u0641\u0631\u064a \u0627\u0644\u062e\u062f\u0645\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u062d\u062f.<\/p>\n<p>\u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0625\u0646 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0635\u0627\u062f\u0642\u0629 \u0644\u064a\u0633\u062a \u00ab10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u0642\u0627\u0628\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u00bb\u060c \u0628\u0644 \u0647\u064a \u0623\u0642\u0631\u0628 \u0625\u0644\u0649 <strong>~1.3 \u0645\u0644\u064a\u0648\u0646 \u0645\u0642\u0627\u0628\u0644 ~1 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632<\/strong> \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u064a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0627\u0633 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u2014 \u0648\u0647\u064a \u0645\u064a\u0632\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0640 Scout\u060c \u0644\u0643\u0646\u0647\u0627 \u0645\u064a\u0632\u0629 \u0636\u064a\u0642\u0629 \u0646\u0633\u0628\u064a\u064b\u0651\u0627 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0641\u0627\u0631\u0642 \u0639\u0634\u0631\u0629 \u0623\u0636\u0639\u0627\u0641 \u0627\u0644\u0630\u064a \u062a\u0648\u062d\u064a \u0628\u0647 \u0648\u0631\u0642\u0629 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a. \u0641\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u062f\u064a\u0643 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0641\u0639\u0644\u064a\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u0646 \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0641\u062e\u0635\u0635 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u062c\u0631\u0651\u0628 \u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0639\u0646\u062f \u0627\u0644\u0623\u0639\u0645\u0627\u0642 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Benchmarks_where_the_extra_291B_parameters_show_up\"><\/span>\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629: \u062d\u064a\u062b \u062a\u0638\u0647\u0631 \u0627\u0644\u0645\u0639\u0644\u064e\u0651\u0645\u0627\u062a \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 291 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0623\u062f\u0646\u0627\u0647 \u0647\u064a \u0646\u062a\u0627\u0626\u062c \u0634\u0631\u0643\u0629 Meta \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0631\u0633\u0645\u064a\u064b\u0651\u0627 \u0644\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u064f\u0648\u062c\u064e\u0651\u0647\u0629 (Instruct variants). \u0648\u0647\u064a \u0623\u0631\u0642\u0627\u0645 \u0623\u0648\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u062c\u0647\u0629 \u0627\u0644\u0645\u0635\u0646\u0650\u0651\u0639\u0629\u060c \u0644\u0630\u0627 \u064a\u0646\u0628\u063a\u064a \u0642\u0631\u0627\u0621\u062a\u0647\u0627 \u0643\u0645\u0624\u0634\u0631\u0627\u062a \u062a\u0648\u062c\u064a\u0647\u064a\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u0646\u0647\u0627\u0626\u064a\u0629 \u0645\u0642\u0631\u0631\u0629.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 (Benchmark)<\/th>\n<th>Llama 4 Scout<\/th>\n<th>Llama 4 Maverick<\/th>\n<th>\u0641\u062c\u0648\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>MMLU Pro (\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c)<\/td>\n<td>74.3<\/td>\n<td class=\"convly-vs-winner\">80.5<\/td>\n<td>+6.2<\/td>\n<\/tr>\n<tr>\n<td>GPQA Diamond (\u0627\u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0639\u0644\u064a\u0627)<\/td>\n<td>57.2<\/td>\n<td class=\"convly-vs-winner\">69.8<\/td>\n<td>+12.6<\/td>\n<\/tr>\n<tr>\n<td>LiveCodeBench (\u0627\u0644\u0628\u0631\u0645\u062c\u0629)<\/td>\n<td>32.8<\/td>\n<td class=\"convly-vs-winner\">43.4<\/td>\n<td>+10.6<\/td>\n<\/tr>\n<tr>\n<td>MMMU (\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u0631\u062a\u0628\u0637 \u0628\u0627\u0644\u0635\u0648\u0631)<\/td>\n<td>69.4<\/td>\n<td class=\"convly-vs-winner\">73.4<\/td>\n<td>+4.0<\/td>\n<\/tr>\n<tr>\n<td>MMMU Pro<\/td>\n<td>52.2<\/td>\n<td class=\"convly-vs-winner\">59.6<\/td>\n<td>+7.4<\/td>\n<\/tr>\n<tr>\n<td>MathVista<\/td>\n<td>70.7<\/td>\n<td class=\"convly-vs-winner\">73.7<\/td>\n<td>+3.0<\/td>\n<\/tr>\n<tr>\n<td>ChartQA<\/td>\n<td>88.8<\/td>\n<td class=\"convly-vs-winner\">90.0<\/td>\n<td>+1.2<\/td>\n<\/tr>\n<tr>\n<td>DocVQA (\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631)<\/td>\n<td>94.4<\/td>\n<td>94.4<\/td>\n<td>0.0<\/td>\n<\/tr>\n<tr>\n<td>MGSM (\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a)<\/td>\n<td>90.6<\/td>\n<td class=\"convly-vs-winner\">92.3<\/td>\n<td>+1.7<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0635\u0641 \u0643\u062a\u0627\u0628 MTOB (\u0645\u0646 \u0627\u0644\u0625\u0646\u062c\u0644\u064a\u0632\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0643\u0627\u0631\u0627\u062c\u0627\u0648\u0627\u064a)<\/td>\n<td>42.2<\/td>\n<td class=\"convly-vs-winner\">54.0<\/td>\n<td>+11.8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0634\u0643\u0644 \u0647\u0630\u0647 \u0627\u0644\u062c\u062f\u0648\u0644 \u0647\u0648 \u0627\u0644\u062d\u062c\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627. \u0648\u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0644\u0646\u0645\u0648\u0630\u062c Maverick \u0647\u064a <strong>\u0643\u0628\u064a\u0631\u0629 \u0648\u062b\u0627\u0628\u062a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0644\u0639\u0644\u0648\u0645 \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u0629<\/strong> \u2014 \u062d\u064a\u062b \u062d\u0642\u0642 \u062a\u062d\u0633\u064f\u0651\u0646\u064b\u0627 \u0646\u0633\u0628\u064a\u064b\u0651\u0627 \u0628\u0646\u0633\u0628\u0629 22% \u0639\u0644\u0649 \u0627\u062e\u062a\u0628\u0627\u0631 GPQA Diamond\u060c \u0648\u062a\u062d\u0633\u064a\u0646\u064b\u0627 \u0646\u0633\u0628\u064a\u064b\u0651\u0627 \u0628\u0646\u0633\u0628\u0629 32% \u0639\u0644\u0649 \u0627\u062e\u062a\u0628\u0627\u0631 LiveCodeBench. \u0623\u0645\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 <strong>\u0641\u0647\u0645 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629\u060c \u0641\u0625\u0646 \u0623\u062f\u0627\u0624\u0647 \u064a\u0646\u0647\u0627\u0631 \u062a\u0645\u0627\u0645\u064b\u0627<\/strong>: \u0644\u064a\u0635\u0644 \u0625\u0644\u0649 1.2 \u0646\u0642\u0637\u0629 \u0641\u0642\u0637 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 ChartQA\u060c \u0648\u0646\u062a\u064a\u062c\u0629 \u062a\u0639\u0627\u062f\u0644 \u062a\u0627\u0645 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 DocVQA.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u0633\u064a\u0631 \u0639\u0645\u0644\u0643 \u064a\u0634\u0645\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0641\u0648\u0627\u062a\u064a\u0631 \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0648 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0637\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u0625\u064a\u0635\u0627\u0644\u0627\u062a \u0623\u0648 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u062a\u064a \u0623\u0639\u0644\u0646\u062a\u0647\u0627 \u0634\u0631\u0643\u0629 Meta \u0646\u0641\u0633\u0647\u0627 \u062a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0623\u0646 \u0646\u0645\u0648\u0630\u062c Maverick \u0644\u0646 \u064a\u0642\u0631\u0623 \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u0643 \u0623\u0641\u0636\u0644 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c Scout \u2014 \u0628\u0644 \u0648\u0633\u062a\u062f\u0641\u0639 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0627 \u064a\u0639\u0627\u062f\u0644 2.3 \u0636\u0639\u0641 \u0627\u0644\u0633\u0639\u0631 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0645\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062a\u0643\u0627\u0641\u0626. \u0648\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u062c\u0648\u0647\u0631\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/p>\n<p>\u0648\u064a\u062c\u0628 \u062a\u062c\u0627\u0647\u0644 \u0627\u062e\u062a\u0628\u0627\u0631 \u0623\u062f\u0627\u0621 \u0648\u0627\u062d\u062f \u062a\u0645\u0627\u0645\u064b\u0627: \u062f\u0631\u062c\u0629 LMArena ELO \u0627\u0644\u0628\u0627\u0644\u063a\u0629 <strong>1417<\/strong>\u0627\u0644\u062a\u064a \u0623\u064f\u0639\u0644\u0646 \u0639\u0646\u0647\u0627 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0646\u0645\u0648\u0630\u062c Maverick. \u0641\u0642\u062f \u0642\u062f\u064e\u0651\u0645\u062a \u0634\u0631\u0643\u0629 Meta \u0646\u0633\u062e\u0629 \u00ab\u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629\u00bb \u0644\u0645 \u062a\u064f\u0637\u0631\u062d \u0623\u0628\u062f\u064b\u0627 \u0644\u0644\u062a\u0646\u0632\u064a\u0644 \u0623\u0648 \u0644\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0627\u0645 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)\u060c \u0643\u0645\u0627 \u0648\u062c\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0623\u0646 \u0645\u062e\u0631\u062c\u0627\u062a \u0647\u0630\u0647 \u0627\u0644\u0646\u0633\u062e\u0629 \u0644\u0627 \u062a\u062a\u0637\u0627\u0628\u0642 \u0645\u0639 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Hugging Face. \u0648\u0644\u0630\u0644\u0643 \u0639\u062f\u064e\u0651\u0644\u062a \u0645\u0646\u0635\u0629 LMArena \u0633\u064a\u0627\u0633\u062a\u0647\u0627 \u0641\u064a 8 \u0623\u0628\u0631\u064a\u0644 2025 \u0644\u062a\u062a\u0637\u0644\u0628 \u0623\u0646 \u062a\u062a\u0637\u0627\u0628\u0642 \u0625\u062f\u062e\u0627\u0644\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0648\u0632\u0646 \u0645\u0639 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u060c \u0645\u0634\u064a\u0631\u0629\u064b \u0625\u0644\u0649 \u0623\u0646 \u062a\u0641\u0633\u064a\u0631 \u0634\u0631\u0643\u0629 Meta \u0644\u0644\u0642\u0648\u0627\u0639\u062f \u0644\u0645 \u064a\u062a\u0637\u0627\u0628\u0642 \u0645\u0639 \u0645\u0627 \u062a\u062a\u0648\u0642\u0639\u0647 \u0627\u0644\u0645\u0646\u0635\u0629 \u0645\u0646 \u0645\u0648\u0641\u0650\u0651\u0631\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u0623\u0645\u0627 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0639\u0627\u0645\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u064f\u0639\u062f\u064e\u0651\u0644\u0629 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0639\u0644\u0646\u064b\u0627\u060c \u0641\u0642\u062f \u062d\u0642\u064e\u0651\u0642\u062a \u062a\u0631\u062a\u064a\u0628\u064b\u0627 \u0628\u0639\u064a\u062f\u064b\u0627 \u062c\u062f\u064b\u0651\u0627 \u0639\u0646 \u062a\u0644\u0643 \u0627\u0644\u062f\u0631\u062c\u0629. \u0648\u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u064a \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0646\u0645\u0648\u0630\u062c Maverick\u060c \u0641\u0625\u0646 \u0627\u0644\u0631\u0642\u0645 1417 \u0644\u064a\u0633 \u062f\u0644\u064a\u0644\u064b\u0627 \u0639\u0644\u064a\u0647\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Local_hardware_VRAM_at_FP16_FP8_and_4-bit\"><\/span>\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0644\u0644\u0623\u062c\u0647\u0632\u0629: \u0627\u0644\u0640 VRAM \u0639\u0646\u062f \u062a\u0646\u0633\u064a\u0642\u0627\u062a FP16 \u0648FP8 \u06484-bit<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u062a\u064f\u062d\u0633\u0628 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u0644\u0623\u0648\u0632\u0627\u0646 \u0628\u0628\u0633\u0627\u0637\u0629 \u0643\u062d\u0627\u0635\u0644 \u0636\u0631\u0628 \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0641\u064a \u0639\u062f\u062f \u0627\u0644\u0628\u0627\u064a\u062a\u0627\u062a \u0644\u0643\u0644 \u0645\u0639\u064a\u0627\u0631\u060c \u062b\u0645 \u062a\u064f\u0636\u0627\u0641 \u0646\u0633\u0628\u0629 \u062a\u0642\u0627\u0631\u0628 15\u201325% \u0644\u062d\u0633\u0627\u0628 \u0630\u0627\u0643\u0631\u0629 KV cache \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0634\u0637\u0629 \u0639\u0646\u062f \u0623\u0637\u0648\u0627\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0639\u0642\u0648\u0644\u0629. \u0623\u0645\u0627 \u0639\u0646\u062f \u0623\u0637\u0648\u0627\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644\u0629\u060c \u0641\u062a\u0631\u062a\u0641\u0639 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0640 cache \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u062f\u0642\u0629<\/th>\n<th>Scout (109 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629)<\/th>\n<th>Maverick (400 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0623\u0648\u0632\u0627\u0646 BF16\/FP16<\/td>\n<td class=\"convly-vs-winner\">\u062d\u0648\u0627\u0644\u064a 218 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a 800 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u0648\u0632\u0627\u0646 FP8<\/td>\n<td class=\"convly-vs-winner\">\u062d\u0648\u0627\u0644\u064a 109 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u0646\u062d\u0648 400 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0623\u0648\u0632\u0627\u0646 INT4<\/td>\n<td class=\"convly-vs-winner\">\u062d\u0648\u0627\u0644\u064a 55 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a 200 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td>INT4 \u0639\u0645\u0644\u064a (\u0645\u0639 \u0627\u0644\u0647\u0648\u0627\u0645\u0634 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629)<\/td>\n<td class=\"convly-vs-winner\">~65 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>~240 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0627\u0644\u0648\u0627\u0642\u0639\u064a \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/td>\n<td class=\"convly-vs-winner\">\u0628\u0637\u0627\u0642\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0646\u0648\u0639 H100 \u0628\u0633\u0639\u0629 80 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a\u060c \u0623\u0648 \u062c\u0647\u0627\u0632 Mac \u0628\u0633\u0639\u0629 128 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a<\/td>\n<td>\u062e\u0627\u062f\u0648\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (4 \u0628\u0637\u0627\u0642\u0627\u062a H100 \u062a\u0639\u0645\u0644 \u0628\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 4-bit)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0648\u0642\u062f \u0623\u0634\u0627\u0631\u062a \u0634\u0631\u0643\u0629 Meta \u0635\u0631\u0627\u062d\u0629\u064b \u0625\u0644\u0649 \u0623\u0646 \u0646\u0645\u0648\u0630\u062c Scout \u00ab\u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0646\u0648\u0639 NVIDIA H100\u00bb \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0643\u0645\u064a\u0645 INT4\u060c \u0648\u0623\u0646 \u0646\u0645\u0648\u0630\u062c Maverick \u00ab\u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0639\u0642\u062f\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0646\u0648\u0639 H100\u00bb \u2014 \u0644\u0627\u062d\u0638 \u0643\u0644\u0645\u0629 <em>\u0639\u0642\u062f\u0629<\/em>\u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0639\u0642\u062f\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 8 \u0628\u0637\u0627\u0642\u0627\u062a \u0631\u0633\u0648\u0645\u064a\u0629\u060c \u0648\u0644\u064a\u0633 \u0628\u0637\u0627\u0642\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u0642\u0637. \u0625\u0630 \u062a\u0648\u0641\u0631 \u0639\u0642\u062f\u0629 \u0645\u0643\u0648\u064e\u0651\u0646\u0629 \u0645\u0646 8 \u0628\u0637\u0627\u0642\u0627\u062a H100 \u0645\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 640 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u0647\u064a \u0643\u0627\u0641\u064a\u0629 \u0628\u0633\u0647\u0648\u0644\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Maverick \u0628\u0635\u064a\u063a\u0629 FP8\u060c \u0644\u0643\u0646\u0647\u0627 <em>\u0644\u064a\u0633<\/em> \u063a\u064a\u0631 \u0643\u0627\u0641\u064a\u0629 \u0644\u062a\u0634\u063a\u064a\u0644\u0647 \u0628\u0635\u064a\u063a\u0629 BF16\u060c \u062d\u064a\u062b \u062a\u062a\u062c\u0627\u0648\u0632 \u0648\u062d\u062f\u0647\u0627 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c 800 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a\u060c \u0623\u064a \u0623\u0643\u062b\u0631 \u0645\u0646 \u0633\u0639\u0629 \u0627\u0644\u0639\u0642\u062f\u0629 \u0628\u0643\u062b\u064a\u0631. \u0623\u0645\u0627 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Maverick \u0628\u0643\u0627\u0645\u0644 \u062f\u0642\u0629 \u0623\u0648\u0632\u0627\u0646\u0647 \u0641\u064a\u062a\u0637\u0644\u0628 \u0630\u0627\u0643\u0631\u0629 \u0645\u0646 \u0641\u0626\u0629 H200 \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0642\u062f\u062a\u064a\u0646.<\/p>\n<p>\u0648\u0628\u0634\u0643\u0644 \u0639\u0645\u0644\u064a: \u0641\u0625\u0646 \u0646\u0645\u0648\u0630\u062c Scout \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644\u0647 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0623\u0648 \u0645\u062d\u0637\u0629 \u0639\u0645\u0644 \u0648\u0627\u062d\u062f\u0629\u060c \u0648\u0647\u0648 \u0623\u062d\u062f \u0623\u0643\u062b\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0642\u062f\u0631\u0629\u064b \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 Mac Studio \u0628\u0633\u0639\u0629 128 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a. \u0623\u0645\u0627 \u0646\u0645\u0648\u0630\u062c Maverick \u0641\u0647\u0648 \u0645\u062e\u0635\u0635 \u062d\u0635\u0631\u064a\u064b\u0651\u0627 \u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <a href=\"\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM<\/a> \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629<\/p>\n<div class=\"cmp\">\n  <table class=\"cmp-table\">\n    <thead><tr><th>\u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a<\/th><th><a href=\"https:\/\/convly.ai\/ar\/model\/llama-4-scout\/\">Llama 4 Scout<\/a><\/th><th><a href=\"https:\/\/convly.ai\/ar\/model\/llama-4-maverick\/\">Llama 4 Maverick<\/a><\/th><\/tr><\/thead>\n    <tbody>\n          <tr><td class=\"cmp-spec\">\u0627\u0644\u0645\u0637\u0648\u0651\u0631<\/td><td class=\"\">\u0645\u064a\u062a\u0627<\/td><td class=\"\">\u0645\u064a\u062a\u0627<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u0627\u0644\u0646\u0648\u0639<\/td><td class=\"\">\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 (MoE)<\/td><td class=\"\">\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 (MoE)<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 (\u0627\u0644\u0628\u0627\u0631\u0627\u0645\u062a\u0631\u0627\u062a)<\/td><td class=\"\">\u0625\u062c\u0645\u0627\u0644\u064a 109 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \/ 17 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0627\u0645\u0644 \u0646\u0634\u0637\u0629 (MoE)<\/td><td class=\"\">400 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644 \u0625\u062c\u0645\u0627\u0644\u064a \/ 17 \u0645\u0644\u064a\u0627\u0631 \u0645\u064f\u0639\u0627\u0645\u0644 \u0646\u0634\u0637 (MoE)<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642<\/td><td class=\"cmp-win\">10 \u0645\u0644\u0627\u064a\u064a\u0646<\/td><td class=\"\">\u0645\u0644\u064a\u0648\u0646<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u0627\u0644\u0646\u0645\u0637<\/td><td class=\"\">\u0646\u0635\u060c \u0635\u0648\u0631\u0629 \u2192 \u0646\u0635<\/td><td class=\"\">\u0646\u0635\u060c \u0635\u0648\u0631\u0629 \u2192 \u0646\u0635<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u0627\u0644\u062a\u0631\u062e\u064a\u0635<\/td><td class=\"\">Llama 4 Community (\u0645\u0642\u064a\u062f \u0641\u064a \u0627\u0644\u0627\u062a\u062d\u0627\u062f \u0627\u0644\u0623\u0648\u0631\u0648\u0628\u064a)<\/td><td class=\"\">Llama 4 Community (\u0645\u0642\u064a\u062f \u0641\u064a \u0627\u0644\u0627\u062a\u062d\u0627\u062f \u0627\u0644\u0623\u0648\u0631\u0648\u0628\u064a)<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u0623\u0648\u0632\u0627\u0646 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631<\/td><td class=\"\">\u2705 \u0646\u0639\u0645<\/td><td class=\"\">\u2705 \u0646\u0639\u0645<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u0633\u0639\u0631 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 (\u0628\u0627\u0644\u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632)<\/td><td class=\"cmp-win\">$0.1<\/td><td class=\"\">$0.2<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u0633\u0639\u0631 \u0627\u0644\u0625\u062e\u0631\u0627\u062c (\u0628\u0627\u0644\u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632)<\/td><td class=\"\">$0.3<\/td><td class=\"\">$0.8<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0628\u062a\u0646\u0633\u064a\u0642 4 \u0628\u062a<\/td><td class=\"\">~65 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td><td class=\"\">~240 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u062d\u062f \u0623\u062f\u0646\u0649 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629<\/td><td class=\"\">\u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a H100 \u0628\u0633\u0639\u0629 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \/ \u0645\u0627\u0643 \u0628\u0633\u0639\u0629 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td><td class=\"\">\u062e\u0627\u062f\u0648\u0645 \u0645\u062a\u0639\u062f\u062f \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 (Multi-GPU)<\/td><\/tr>\n          <tr><td class=\"cmp-spec\">\u0623\u064f\u0637\u0644\u0650\u0642\u064e<\/td><td class=\"\">2025<\/td><td class=\"\">2025<\/td><\/tr>\n        <\/tbody>\n  <\/table>\n\n    <div class=\"cmp-verdict\">\n    <h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a<\/h3>\n    <ul><li><strong>\u0627\u0644\u062a\u0643\u0644\u0641\u0629:<\/strong> \u0646\u0645\u0648\u0630\u062c Llama 4 \u0633\u0643\u0627\u0648\u062a \u0647\u0648 <strong>\u0623\u0631\u062e\u0635 \u0628\u0646\u0633\u0628\u0629 133%<\/strong> \u0645\u0646 \u0646\u0645\u0648\u0630\u062c Llama 4 \u0645\u0627\u06a4\u0631\u0643 \u0645\u0646 \u062d\u064a\u062b \u0645\u062a\u0648\u0633\u0637 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0648\u0627\u062d\u062f.<\/li><li><strong>\u0627\u0644\u0633\u064a\u0627\u0642:<\/strong> \u064a\u062a\u0641\u0648\u0642 \u0646\u0645\u0648\u0630\u062c Llama 4 \u0633\u0643\u0627\u0648\u062a \u0641\u064a \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 (10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u0642\u0627\u0628\u0644 1 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632)\u060c \u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0623\u0643\u062b\u0631 \u0645\u0644\u0627\u0621\u0645\u0629\u064b \u0644\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0648\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0645\u062f\u062e\u0644\u0627\u062a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0632\u064e\u0651\u0632\u0629 RAG \u0627\u0644\u0636\u062e\u0645\u0629.<\/li><li><strong>\u062f\u0631\u062c\u0629 \u0627\u0644\u0627\u0646\u0641\u062a\u0627\u062d:<\/strong> \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u0645\u062a\u0644\u0643\u0627\u0646 \u0623\u0648\u0632\u0627\u0646\u064b\u0627 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u0636\u0627\u0641\u062a\u0647\u0645\u0627 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0623\u0648 \u062a\u062e\u0635\u064a\u0635\u0647\u0645\u0627 \u062d\u0633\u0628 \u0627\u0644\u062d\u0627\u062c\u0629. \u0642\u0627\u0631\u0646 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0647\u0645\u0627 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 (VRAM) \u0623\u0639\u0644\u0627\u0647 \u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0644\u062f\u064a\u0643 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0623\u062d\u062f\u0647\u0645\u0627.<\/li><li><strong>\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Llama 4 \u0633\u0643\u0627\u0648\u062a \u0645\u062d\u0644\u064a\u064b\u0651\u0627:<\/strong> ~65 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0646\u062f \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0628\u0640 4 \u0628\u062a (\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0627\u0644\u0645\u0637\u0644\u0648\u0628: \u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a H100 \u0628\u0633\u0639\u0629 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0645\u0627\u0643 \u0628\u0633\u0639\u0629 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a).<\/li><li><strong>\u062a\u0634\u063a\u064a\u0644 Llama 4 Maverick \u0645\u062d\u0644\u064a\u064b\u0651\u0627:<\/strong> ~~240 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0646\u062f \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0628\u062a 4 (\u0628\u062d\u062f \u0623\u062f\u0646\u0649 \u062e\u0627\u062f\u0648\u0645 \u0645\u062a\u0639\u062f\u062f \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629).<\/li><\/ul>\n  <\/div>\n\n    <div class=\"cmp-rec\">\n    <h3>\u0623\u064a\u064f\u0651\u0647\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062e\u062a\u0627\u0631\u061f<\/h3>\n    <p><strong>\u0627\u062e\u062a\u0631 \u0646\u0645\u0648\u0630\u062c Llama 4 Scout<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0623\u0642\u0644 \u062a\u0643\u0644\u0641\u0629 \u0644\u0643\u0644 \u0631\u0645\u0632 \u0641\u064a \u0645\u0647\u0627\u0645 \u0630\u0627\u062a \u062d\u062c\u0645 \u0639\u0627\u0644\u064d\u060c \u0623\u0648 \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u0623\u0643\u0628\u0631.<\/p>\n    <p><strong>\u0627\u062e\u062a\u0631 Llama 4 Maverick<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646 \u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0647\u064a\u0643\u0644 \u0646\u0638\u0627\u0645\u0643 \u0627\u0644\u062d\u0627\u0644\u064a \u0623\u0648 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0641\u0636\u0650\u0651\u0644 \u0645\u0646\u062a\u062c\u0627\u062a \u0634\u0631\u0643\u0629 \u0645\u064a\u062a\u0627.<\/p>\n    <p class=\"cmp-tools\">\u2192 \u0642\u064e\u062f\u0650\u0651\u0631 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0641\u064a <a href=\"\/ar\/ai-api-cost-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/a> \u00b7 \u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0641\u064a <a href=\"\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 VRAM<\/a> \u00b7 \u0627\u0633\u062a\u0639\u0631\u0636 \u062c\u0645\u064a\u0639 <a href=\"\/ar\/models\/\">\u0623\u0643\u062b\u0631 \u0645\u0646 30 \u0646\u0645\u0648\u0630\u062c\u064b\u0627<\/a>.<\/p>\n  <\/div>\n<\/div>\n\n<h2><span class=\"ez-toc-section\" id=\"API_pricing_across_providers\"><\/span>\u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0628\u0631 \u0645\u0648\u0641\u0631\u064a \u0627\u0644\u062e\u062f\u0645\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0644\u0627 \u064a\u064f\u0635\u0646\u064e\u0651\u0641 \u0623\u064a\u064c\u0651 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0639\u0644\u0649 \u0623\u0646\u0647 \u0628\u0627\u0647\u0638 \u0627\u0644\u062b\u0645\u0646 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0627\u0626\u062f\u0629\u061b \u0641\u0643\u0644\u0627\u0647\u0645\u0627 \u0645\u064f\u0633\u0639\u064e\u0651\u0631 \u0643\u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0648\u0632\u0646 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064a (inference) \u0636\u0645\u0646 \u0641\u0626\u0629 \u0627\u0644\u0633\u0644\u0639 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u062f\u0646\u0627\u0647 \u0647\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0648\u0647\u064a \u062a\u062a\u063a\u064a\u0631 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631.<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0645\u0632\u0648\u062f \u0627\u0644\u062e\u062f\u0645\u0629<\/th>\n<th>Scout: \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \/ \u0627\u0644\u0625\u062e\u0631\u0627\u062c<\/th>\n<th>Maverick: \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \/ \u0627\u0644\u0625\u062e\u0631\u0627\u062c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>DeepInfra<\/td>\n<td class=\"convly-vs-winner\">$0.10 \/ $0.30<\/td>\n<td>$0.20 \/ $0.80<\/td>\n<\/tr>\n<tr>\n<td>Groq<\/td>\n<td>$0.11 \/ $0.34<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>DigitalOcean<\/td>\n<td>\u2014<\/td>\n<td>$0.20 \/ $0.696<\/td>\n<\/tr>\n<tr>\n<td>NovitaAI<\/td>\n<td>$0.18 \/ $0.59<\/td>\n<td>$0.27 \/ $0.85<\/td>\n<\/tr>\n<tr>\n<td>Parasail<\/td>\n<td>\u2014<\/td>\n<td>$0.35 \/ $1.00<\/td>\n<\/tr>\n<tr>\n<td>Google Vertex<\/td>\n<td>$0.25 \/ $0.70<\/td>\n<td>$0.35 \/ $1.15<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0648\u062a\u0633\u062a\u062d\u0642 \u0634\u0631\u0643\u0629 Groq \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u0646\u0645\u0648\u0630\u062c Scout: \u0641\u0647\u064a \u0623\u0639\u0644\u0649 \u0633\u0639\u0631\u064b\u0627 \u0642\u0644\u064a\u0644\u064b\u0627 \u0645\u0646 DeepInfra\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u0642\u062f\u0650\u0651\u0645 \u062e\u0627\u0635\u064a\u0629 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0645\u0624\u0642\u062a\u064b\u0627 (cached input) \u0645\u0642\u0627\u0628\u0644 0.055 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632\u060c \u0648\u0647\u064a \u0645\u064a\u0632\u0629 \u0630\u0627\u062a \u0623\u0647\u0645\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u064b\u0651\u0627 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u064a\u0629 (agent loops) \u0627\u0644\u062a\u064a \u062a\u0639\u064a\u062f \u0625\u0631\u0633\u0627\u0644 \u0646\u0641\u0633 \u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 (system prompt) \u0622\u0644\u0627\u0641 \u0627\u0644\u0645\u0631\u0627\u062a. \u0623\u0645\u0627 \u0634\u0631\u0643\u0629 Parasail \u0641\u062a\u0642\u062f\u0645 \u0646\u0641\u0633 \u0627\u0644\u062e\u062f\u0645\u0629 \u0644\u0646\u0645\u0648\u0630\u062c Maverick \u0645\u0642\u0627\u0628\u0644 0.17 \u062f\u0648\u0644\u0627\u0631.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_this_actually_costs\"><\/span>\u0645\u0627 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0641\u0639\u0644\u064a\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u0623\u0645\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0628\u0627\u0641\u062a\u0631\u0627\u0636 \u062d\u0645\u0644 \u0625\u0646\u062a\u0627\u062c\u064a \u0645\u0639\u062a\u062f\u0644 \u064a\u0628\u0644\u063a 100 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062f\u062e\u0627\u0644 \u064820 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0625\u062e\u0631\u0627\u062c \u0634\u0647\u0631\u064a\u064b\u0651\u0627\u060c \u0648\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0631\u062e\u0635 \u0633\u0639\u0631 \u0645\u062a\u0627\u062d \u0641\u064a \u0627\u0644\u0633\u0648\u0642:<\/p>\n<ul>\n<li><strong>Scout:<\/strong> (100 \u00d7 0.10 \u062f\u0648\u0644\u0627\u0631) + (20 \u00d7 0.30 \u062f\u0648\u0644\u0627\u0631) = <strong>16 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0651\u0627<\/strong><\/li>\n<li><strong>Maverick:<\/strong> (100 \u00d7 0.20 \u062f\u0648\u0644\u0627\u0631) + (20 \u00d7 0.80 \u062f\u0648\u0644\u0627\u0631) = <strong>36 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0651\u0627<\/strong><\/li>\n<\/ul>\n<p>\u0648\u0639\u0646\u062f \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062d\u062c\u0645 \u0639\u0634\u0631\u0629 \u0623\u0636\u0639\u0627\u0641\u060c \u064a\u062a\u0633\u0639 \u0627\u0644\u0641\u0627\u0631\u0642 \u0644\u064a\u0635\u0628\u062d 160 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0645\u0642\u0627\u0628\u0644 360 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0634\u0647\u0631\u064a\u064b\u0651\u0627. \u0648\u062a\u0628\u0642\u0649 \u0627\u0644\u0646\u0633\u0628\u0629 \u062b\u0627\u0628\u062a\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0639\u0646\u062f 2.25\u20132.3 \u0636\u0639\u0641\u064b\u0627 \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0627\u0644\u062d\u062c\u0645\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0625\u0646 \u0627\u0644\u0642\u0631\u0627\u0631 \u0644\u0627 \u064a\u062f\u0648\u0631 \u0641\u064a \u062c\u0648\u0647\u0631\u0647 \u062d\u0648\u0644 \u0627\u0644\u0645\u0628\u0627\u0644\u063a \u0627\u0644\u0645\u0637\u0644\u0642\u0629 \u0639\u0646\u062f \u0623\u062d\u062c\u0627\u0645 \u0635\u063a\u064a\u0631\u0629 \u2014 \u0628\u0644 \u062d\u0648\u0644 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0644\u0646\u0645\u0648\u0630\u062c Maverick \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u062a\u0633\u062a\u062d\u0642 \u0645\u0636\u0627\u0639\u0641\u0629 \u062a\u0643\u0644\u0641\u0629 \u0643\u0644 \u0648\u062d\u062f\u0629 \u0628\u0634\u0643\u0644 \u062f\u0627\u0626\u0645. \u0648\u064a\u064f\u0631\u062c\u0649 \u062d\u0633\u0627\u0628 \u0623\u0631\u0642\u0627\u0645\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <a href=\"\/ar\/ai-api-cost-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Licensing_read_the_EU_clause_before_you_build\"><\/span>\u0627\u0644\u062a\u0631\u0627\u062e\u064a\u0635: \u0627\u0642\u0631\u0623 \u0627\u0644\u0628\u0646\u062f \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0627\u062a\u062d\u0627\u062f \u0627\u0644\u0623\u0648\u0631\u0648\u0628\u064a \u0642\u0628\u0644 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0641\u064a \u0627\u0644\u0628\u0646\u0627\u0621<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u064f\u0648\u0632\u064e\u0651\u0639 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0628\u0645\u0648\u062c\u0628 <strong>\u0627\u062a\u0641\u0627\u0642\u064a\u0629 \u062a\u0631\u062e\u064a\u0635 \u0645\u062c\u062a\u0645\u0639 Llama 4<\/strong>\u0648\u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0648\u0632\u0646 \u062a\u062c\u0627\u0631\u064a\u064b\u0651\u0627\u060c \u0644\u0643\u0646\u0647\u0627 \u0644\u064a\u0633\u062a \u062a\u0631\u062e\u064a\u0635\u064b\u0627 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0639\u062a\u0645\u062f\u064b\u0627 \u0645\u0646 \u0645\u0646\u0638\u0645\u0629 OSI. \u0648\u0647\u0646\u0627\u0643 \u0642\u064a\u062f\u0627\u0646 \u0639\u0645\u0644\u064a\u0627\u0646 \u064a\u062c\u0628 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0625\u0644\u064a\u0647\u0645\u0627. \u0623\u0648\u0644\u0647\u0645\u0627: \u0623\u0646 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062c\u0627\u0648\u0632 \u0639\u062f\u062f \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0647\u0627 \u0627\u0644\u0646\u0634\u0637\u064a\u0646 \u0627\u0644\u0634\u0647\u0631\u064a\u064a\u0646 700 \u0645\u0644\u064a\u0648\u0646 \u0645\u0633\u062a\u062e\u062f\u0645 \u062a\u062a\u0637\u0644\u0628 \u062a\u0631\u062e\u064a\u0635\u064b\u0627 \u0645\u0646\u0641\u0635\u0644\u064b\u0627 \u064a\u062a\u0645 \u0627\u0644\u062a\u0641\u0627\u0648\u0636 \u0639\u0644\u064a\u0647 \u0645\u0639 \u0634\u0631\u0643\u0629 Meta. \u062b\u0627\u0646\u064a\u0647\u0645\u0627 \u2014 \u0648\u0627\u0644\u0623\u0631\u062c\u062d \u062a\u0623\u062b\u064a\u0631\u064b\u0627 \u0639\u0644\u064a\u0643 \u2014 \u0623\u0646 \u0627\u0644\u062a\u0631\u062e\u064a\u0635 \u064a\u0642\u064a\u0650\u0651\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 (multimodal) \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0648\u0627\u0644\u0623\u0641\u0631\u0627\u062f \u0627\u0644\u0645\u0642\u064a\u0645\u064a\u0646 \u0641\u064a <strong>\u0627\u0644\u0627\u062a\u062d\u0627\u062f \u0627\u0644\u0623\u0648\u0631\u0648\u0628\u064a<\/strong>.<\/p>\n<p>\u0641\u0625\u0630\u0627 \u0643\u0646\u062a \u0634\u0631\u0643\u0629 \u0645\u0642\u0631\u0647\u0627 \u0627\u0644\u0627\u062a\u062d\u0627\u062f \u0627\u0644\u0623\u0648\u0631\u0648\u0628\u064a \u0648\u062a\u062e\u0637\u0637 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629 (vision capabilities) \u0641\u064a \u0647\u0630\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646\u060c \u0641\u0647\u0630\u0647 \u0645\u0633\u0623\u0644\u0629 \u0642\u0627\u0646\u0648\u0646\u064a\u0629 \u064a\u062c\u0628 \u062d\u0644\u0647\u0627 \u0642\u0628\u0644 \u0643\u062a\u0627\u0628\u0629 \u0623\u064a \u0643\u0648\u062f\u060c \u0648\u0644\u064a\u0633 \u0628\u0639\u062f\u0647. \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0644\u062c\u0623 \u0627\u0644\u0641\u0631\u0642 \u0641\u064a \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0625\u0644\u0649 <a href=\"\/ar\/models\/\">\u0646\u0645\u0648\u0630\u062c \u0628\u062f\u064a\u0644 \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0648\u0632\u0646<\/a> \u064a\u062d\u0645\u0644 \u062a\u0631\u062e\u064a\u0635\u064b\u0627 \u0623\u0648\u0636\u062d\u060c \u0645\u062b\u0644 \u0625\u0635\u062f\u0627\u0631\u0627\u062a Qwen \u0623\u0648 GLM \u0627\u0644\u0645\u0631\u062e\u0635\u0629 \u0628\u0645\u0648\u062c\u0628 \u0631\u062e\u0635\u0629 Apache-2.0 \u0623\u0648 MIT.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Which_should_you_pick\"><\/span>\u0623\u064a\u064b\u0651\u0627 \u0645\u0646\u0647\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062e\u062a\u0627\u0631\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0627\u062e\u062a\u0631 \u0646\u0645\u0648\u0630\u062c Llama 4 Scout \u0625\u0630\u0627<\/h4>\n<ul>\n<li>\u0643\u0627\u0646 \u0633\u064a\u0631 \u0639\u0645\u0644\u0643 \u064a\u0631\u0643\u0650\u0651\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0636\u0648\u0626\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0637\u064a\u0627\u062a (OCR) \u0623\u0648 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0648 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0623\u0648 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u2014 \u062d\u064a\u062b \u062a\u0638\u0647\u0631 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0623\u062f\u0627\u0621\u064b \u0645\u062a\u0643\u0627\u0641\u0626\u064b\u0627 \u062a\u0642\u0631\u064a\u0628\u064b\u0627<\/li>\n<li>\u0648\u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u0627\u062a\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0628\u0637\u0627\u0642\u0629 H100 \u0648\u0627\u062d\u062f\u0629 \u0623\u0648 \u062c\u0647\u0627\u0632 Mac \u0628\u0633\u0639\u0629 128 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0635\u0646\u062f\u0648\u0642 GPU \u0645\u0639\u062a\u062f\u0644<\/li>\n<li>\u062a\u062a\u0631\u0627\u0643\u0645 \u062a\u0643\u0644\u0641\u0629 \u0643\u0644 \u0631\u0645\u0632 \u0648\u0641\u0642\u064b\u0627 \u0644\u062d\u062c\u0645 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u062f\u064a\u0643\u060c \u0648\u062a\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0645\u0642\u062f\u064e\u0651\u0631 \u0628\u0646\u0633\u0628\u0629 ~2.3\u00d7<\/li>\n<li>\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u0637\u0648\u0644 \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642 \u0645\u062a\u0627\u062d\u0629\u060c \u0648\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0639\u0645\u0644 \u0636\u0645\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0642\u0635\u0648\u0649 \u0627\u0644\u062a\u064a \u064a\u062d\u062f\u062f\u0647\u0627 \u0645\u0642\u062f\u0650\u0651\u0645\u0648 \u0627\u0644\u062e\u062f\u0645\u0629<\/li>\n<li>\u0623\u0646\u062a \u0641\u064a \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 (Prototyping) \u0648\u062a\u0628\u062d\u062b \u0639\u0646 \u0623\u0631\u062e\u0635 \u0646\u0645\u0648\u0630\u062c \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0648\u0632\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0637\u0644\u0648\u0628<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u062e\u062a\u0631 \u0646\u0645\u0648\u0630\u062c Llama 4 Maverick \u0625\u0630\u0627<\/h4>\n<ul>\n<li>\u0643\u0627\u0646 \u062d\u0645\u0644 \u0639\u0645\u0644\u0643 \u064a\u0639\u062a\u0645\u062f \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u064a\u0629 \u2014 \u0645\u062b\u0644 \u0637\u0631\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0648\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0646\u0647\u0627\u060c \u0623\u0648 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0623\u0648 \u0627\u0644\u0645\u0646\u0637\u0642 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062e\u0637\u0648\u0627\u062a<\/li>\n<li>\u0643\u0646\u062a \u062a\u0648\u0644\u0650\u0651\u062f \u0627\u0644\u0634\u064a\u0641\u0631\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0623\u0648 \u062a\u0631\u0627\u062c\u0639\u0647\u0627\u060c \u062d\u064a\u062b \u062a\u0628\u0644\u063a \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 LiveCodeBench 32% \u0646\u0633\u0628\u064a\u064b\u0651\u0627<\/li>\n<li>\u0644\u062f\u064a\u0643 \u0628\u0627\u0644\u0641\u0639\u0644 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 (Multi-GPU)\u060c \u0623\u0648 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0623\u0635\u0644\u064b\u0627<\/li>\n<li>\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u062f\u0627\u0621 \u0623\u0642\u0648\u0649 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u0627\u0644\u062a\u0631\u062c\u0645\u0629\u060c \u0643\u0645\u0627 \u064a\u0638\u0647\u0631 \u0641\u064a \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u064a\u0646 MGSM \u0648MTOB<\/li>\n<li>\u0627\u0644\u062f\u0642\u0629 \u0641\u064a \u062d\u0644 \u0627\u0644\u0645\u0633\u0627\u0626\u0644 \u0627\u0644\u0635\u0639\u0628\u0629 \u0623\u0647\u0645 \u0645\u0646 \u0645\u0636\u0627\u0639\u0641\u0629 \u062a\u0643\u0644\u0641\u0629 \u0643\u0644 \u0631\u0645\u0632 \u062a\u0642\u0631\u064a\u0628\u064b\u0627<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p>\u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0639\u0645\u0644\u064a \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642 \u0647\u0648: <strong>\u0627\u0628\u062f\u0623 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c Scout\u060c \u0648\u0642\u0645 \u0628\u0627\u0644\u0642\u064a\u0627\u0633\u060c \u062b\u0645 \u0627\u0631\u0641\u0639 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u0642\u0637 \u0644\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0646\u0647\u0627.<\/strong> \u0648\u0628\u0645\u0627 \u0623\u0646 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u064a\u0633\u062a\u062e\u062f\u0645\u0627\u0646 \u0646\u0641\u0633 \u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0645\u064f\u062f\u062e\u0644\u0627\u062a (Prompt) \u0648\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 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id=\"Frequently_asked_questions\"><\/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 Llama 4 Maverick \u0623\u0641\u0636\u0644 \u0645\u0646 Llama 4 Scout\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0648\u0628\u0648\u0636\u0648\u062d \u0641\u064a \u0645\u062c\u0627\u0644\u064e\u064a \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u2014 \u0625\u0630 \u064a\u062a\u0641\u0648\u0651\u0642 Maverick \u0628\u0641\u0627\u0631\u0642 12.6 \u0646\u0642\u0637\u0629 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 GPQA Diamond \u064810.6 \u0646\u0642\u0637\u0629 \u0641\u064a \u0627\u062e\u062a\u0628\u0627\u0631 LiveCodeBench. \u0623\u0645\u0627 \u0641\u064a \u0641\u0647\u0645 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648\u0627\u0644\u0631\u0633\u0648\u0645 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\u062d\u0642\u064b\u0651\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632 \u0641\u064a \u0646\u0645\u0648\u0630\u062c Llama 4 Scout\u061f<\/h3>\n<p>\u0644\u0627\u060c \u0644\u064a\u0633 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u064f\u0633\u062a\u0636\u0627\u0641\u0629. \u0641\u0642\u062f \u062f\u0631\u0651\u0628\u062a \u0634\u0631\u0643\u0629 Meta \u0646\u0645\u0648\u0630\u062c Scout \u0644\u064a\u062f\u0639\u0645 \u0633\u064a\u0627\u0642\u064b\u0627 \u0628\u0637\u0648\u0644 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632\u060c \u0644\u0643\u0646 \u0645\u0648\u0641\u0631\u064a \u0627\u0644\u062e\u062f\u0645\u0629 \u064a\u0642\u062f\u0645\u0648\u0646 \u0633\u0639\u0627\u062a \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 128 \u0623\u0644\u0641 \u0631\u0645\u0632 \u0648\u062d\u0648\u0627\u0644\u064a 1.3 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u2014 \u0641\u0634\u0631\u0643\u0629 Groq \u062a\u062d\u062f\u0651\u0647\u0627 \u0639\u0646\u062f \u0646\u062d\u0648 131 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0648DeepInfra \u0639\u0646\u062f \u0646\u062d\u0648 320 \u0623\u0644\u0641 \u0631\u0645\u0632\u060c \u0648Together \u0639\u0646\u062f \u0646\u062d\u0648 328 \u0623\u0644\u0641 \u0631\u0645\u0632. \u0623\u0645\u0627 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0627\u0644\u0628\u0627\u0644\u063a\u0629 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632 \u0641\u064a\u062a\u0637\u0644\u0651\u0628 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u0648\u0639\u0646\u062f\u0647\u0627 \u064a\u0635\u0628\u062d \u062d\u062c\u0645 \u0630\u0627\u0643\u0631\u0629 KV \u0639\u0646\u062f \u0647\u0630\u0627 \u0627\u0644\u0639\u0645\u0642 \u0623\u0643\u0628\u0631 \u0645\u0646 \u0648\u0632\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0646\u0641\u0633\u0647.<\/p>\n<h3>\u0643\u0645 \u0643\u0645\u064a\u0629 \u0627\u0644\u0640 VRAM \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Llama 4 Scout \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u061f<\/h3>\n<p>\u062d\u0648\u0627\u0644\u064a 65 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0639\u0646\u062f \u0627\u0644\u062a\u0643\u0645\u064a\u0645 \u0628\u0640 4 \u0628\u062a \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0647\u0648\u0627\u0645\u0634\u060c \u0648\u0647\u064a \u0643\u0645\u064a\u0629 \u062a\u0643\u0641\u064a \u0644\u0628\u0637\u0627\u0642\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0646\u0648\u0639 H100 \u0633\u0639\u0629 80 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\u062a\u0641\u0648\u0651\u0642 \u0639\u0644\u0649 Scout \u0625\u0637\u0644\u0627\u0642\u064b\u0627\u060c \u0628\u0644 \u064a\u0633\u0627\u0648\u064a\u0647 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u062a\u0645\u0627\u0645\u064b\u0627\u060c \u0631\u063a\u0645 \u0623\u0646\u0647 \u064a\u0643\u0644\u0651\u0641 2.3 \u0645\u0631\u0629 \u0623\u0643\u062b\u0631 \u0644\u0643\u0644 \u0631\u0645\u0632\u060c \u0648\u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0631\u0641 \u0643\u0627\u0645\u0644 \u0641\u064a \u0645\u0631\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0645\u0639\u0627\u0644\u062c GPU \u0648\u0627\u062d\u062f \u0641\u0642\u0637.<\/p>\n<p>\u062b\u0645\u0629 \u062a\u062d\u0630\u064a\u0631\u0627\u0646 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0636\u0639\u0647\u0645\u0627 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u062f\u0627\u0626\u0645\u064b\u0627: \u0623\u0648\u0644\u064b\u0627\u060c \u0625\u0646 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0639\u0644\u0646\u0629 \u0644\u0646\u0645\u0648\u0630\u062c Scout \u0627\u0644\u0628\u0627\u0644\u063a\u0629 10 \u0645\u0644\u0627\u064a\u064a\u0646 \u0631\u0645\u0632 \u0644\u064a\u0633\u062a \u0645\u062a\u0627\u062d\u0629 \u062d\u0627\u0644\u064a\u064b\u0651\u0627 \u0644\u0644\u062a\u0623\u062c\u064a\u0631 \u2014 \u0644\u0630\u0627 \u062e\u0637\u0650\u0651\u0637 \u0644\u0633\u0639\u0629 \u062a\u0642\u0627\u0631\u0628 1.3 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u0645\u0627 \u0644\u0645 \u062a\u0643\u0646 \u062a\u0633\u062a\u0636\u064a\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0630\u0627\u062a\u064a\u064b\u0651\u0627. \u062b\u0627\u0646\u064a\u064b\u0627\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u062d\u0630\u0641 \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0646 \u062a\u0642\u064a\u064a\u0645\u0643 \u062f\u0631\u062c\u0629 Maverick \u0627\u0644\u0628\u0627\u0644\u063a\u0629 1417 \u0641\u064a \u0645\u0646\u0635\u0629 LMArena\u061b \u0641\u0647\u064a \u062a\u0642\u064a\u0633 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0623\u062d\u062f \u062a\u0646\u0632\u064a\u0644\u0647. \u0648\u0642\u064a\u0651\u0645 \u0643\u0644\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0646 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629 \u0641\u064a \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c (Model Cards)\u060c \u0648\u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0646 \u0630\u0644\u0643 \u0623\u0646 \u062a\u0642\u064a\u0651\u0645\u0647\u0645\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u0642\u064a\u064a\u0645 \u062e\u0627\u0635\u0629 \u0628\u0643 \u2014 \u0641\u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0630\u064a \u062a\u0631\u0648\u0651\u062c \u0644\u0647 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0648\u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0641\u0639\u0644\u064a \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u0634\u062d\u0646\u0647 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0643\u0627\u0646\u062a \u0627\u0644\u062f\u0631\u0633 \u0627\u0644\u0623\u0628\u0631\u0632 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0645\u062d\u062f\u0651\u062f.<\/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\/models\/\">\u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0648\u0633\u0639\u0629 \u0630\u0627\u0643\u0631\u0629 VRAM \u0644\u0623\u0643\u062b\u0631 \u0645\u0646 40 \u0646\u0645\u0648\u0630\u062c\u064b\u0627<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/llm-vram-calculator\/\">\u062d\u0627\u0633\u0628\u0629 VRAM \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM): \u0645\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u0633\u064a\u062a\u0651\u0633\u0639 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/ai-api-cost-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI API Cost Calculator): \u0642\u062f\u0651\u0631 \u0646\u0641\u0642\u0627\u062a\u0643 \u0627\u0644\u0634\u0647\u0631\u064a\u0629<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/ai-price-performance-index-2026\/\">\u0645\u0624\u0634\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0633\u0639\u0631\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0639\u0627\u0645 2026<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/self-hosting-vs-api-calculator\/\">\u062d\u0627\u0633\u0628\u0629 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (Self-Hosting vs API Calculator)<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Llama 4 Scout vs Llama 4 Maverick compared: specs, API pricing, context window, VRAM and a clear verdict on which model to choose in 2026.<\/p>","protected":false},"author":1,"featured_media":1906,"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":[246],"tags":[395,795],"class_list":["post-1277","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-comparisons","tag-ai-model-comparison","tag-llama-4-maverick"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1277","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=1277"}],"version-history":[{"count":1,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1277\/revisions"}],"predecessor-version":[{"id":2404,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1277\/revisions\/2404"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/1906"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=1277"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=1277"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=1277"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}